2026
Jiayang Li, Chengjie Jiang, Pengwei Liang, Jiayi Ma, Liqiang Nie, and Junjun Jiang. "Towards Unified Semantic and Controllable Image Fusion: A Diffusion Transformer Approach", IEEE Transactions on Pattern Analysis and Machine Intelligence, In Press.
Qinglong Yan, Xinyu Xiang, Hao Zhang, and Jiayi Ma*. "A Transferable Adversarial Patch Generation Method for Object Detection", Acta Automatica Sinica (自动化学报), In Press.
Hao Zhang, Yong Ma, Han Xu, Linfeng Tang, and Jiayi Ma*. "Human-Machine Collaboration in Reshaping Visual Perception and Cognition", The Innovation, In Press.
Wei Liu, Rui Nan, Jiayi Ma, Xin Chen, and Guoping Qiu. "Self-iteration Image Haze Removal Using a Deep Curve-dehazing Model", IEEE Transactions on Circuits and Systems for Video Technology, In Press.
Yifan Xia and Jiayi Ma*. "Locality Optimization Refinement with Deformation for Shape Matching via Functional Maps", International Journal of Computer Vision, In Press.
Meiqi Gong, Hao Zhang, Bingwei Hui, and Jiayi Ma*. "TransFM: Visible-to-Infrared Image Translation via Flow Matching", IEEE/CAA Journal of Automatica Sinica, In Press.
Changcai Yang, Fengyuan Zhuang, Xiaojie Li, Lifang Wei, Jiayi Ma, and Riqing Chen. "DDFNet: Dual-Neighborhoods Dynamic Fusion Network for Image Feature Matching", IEEE Transactions on Multimedia, In Press.
Yingsong Cheng, Yong Ma, Fan Fan, Jiayi Ma, Yuan Yao, and Xiaoguang Mei. "Latent spectral-spatial diffusion model for single hyperspectral super-resolution", Geo-spatial Information Science, In Press.
Jian Peng, Haitao Zhang, Jing Shen, Zeyi Li, Jiayi Ma, and Haifeng Li. "Rethinking Domain-Agnostic Continual Learning via Frequency Completeness Learning", Information Fusion, 129, pp. 103961, May 2025.
Jie Hua, Zhongyuan Wang, Jun Chang, Hua Zou, Gang Wu, and Jiayi Ma. "MSTDNet: Multi-scale Traffic Object Detection Network with Smooth Information Perception", Pattern Recognition, 172, Part C, pp. 112579, Apr. 2026.
Zhizheng Zhang, Zhenfeng Shao, Jiayi Ma, Jindou Zhang, Yu Wang, Zhenghao Liao, Gui Cheng, Jun Liu, Mingqiang Guo, and Liang Wu. "Land-Cover Prior Diffusion Probabilistic Model for Remote Sensing Image Super Resolution", Pattern Recognition, 172, Part B, pp. 112577, Apr. 2026.
Zequn Liu, Liangkuan Zhu, Jiajun Chen, Xiaoyu Lin, Yining Xie, Jing Zhao, and Jiayi Ma. "MAP-MIL: Dual-branch Collaborative Learning of Mask Enhancement and Pseudo-bag Generation for Whole Slide Image Classification", Expert Systems with Applications, 302, pp. 130525, Mar. 2026.
Zhizheng Zhang, Pengcheng Wei, Peilian Wu, Jindou Zhang, Boshen Chang, Zhenfeng Shao, Mingqiang Guo, Liang Wu, and Jiayi Ma. "CM2-STNet: Cross-modal image matching with modal-adaptive feature modulation and sparse transformer fusion", Information Fusion, 127, Part A, pp. 103750, Mar. 2026.
Hao Zhang, Yanping Zha, Qingwei Zhuang, Zhenfeng Shao, and Jiayi Ma*. "Robust Fusion Controller: Degradation-Aware Image Fusion with Fine-Grained Language Instructions", in Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), Jan. 2026 (Oral).
Jiajun Le and Jiayi Ma*. "GeoMoE: Divide-and-Conquer Motion Field Modeling with Mixture-of-Experts for Two-View Geometry", in Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), Jan. 2026.
Yuxin Deng, Botian Wang, Kaining Zhang, Hao Zhang, and Jiayi Ma*. "SGPFeat: Semantic and Geometric Priors for Multi-modal Image Matching", in Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), Jan. 2026 (Oral).
Qinglong Yan, Tong Zou, Xunpeng Yi, Xinyu Xiang, Xuying Wu, Hao Zhang, and Jiayi Ma*. "Diff-NAT: Better Naturalistic and Aggressive Adversarial Attacks via Class-Optimized Diffusion for Object Detection", in Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), Jan. 2026.
Yifan Xia, Tianwei Ye, Jun Huang, Xiaoguang Mei, and Jiayi Ma*. "Probabilistic Deformation Consistency for Unsupervised Shape Matching", in Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), Jan. 2026.
Yining Xie, Wei Zhou, Jiayi Ma, Fengjiao Wang, and Jing Zhao. "Multi-view parallel convolutional network for organ segmentation in mediastinal region on CT images", Neural Networks, 193, pp. 107972, Jan. 2026.
Huiqin Zhang, Shihan Yao, Jiayi Ma, Junjun Jiang, Yanduo Zhang, and Huabing Zhou. "SPGFusion: Semantic Prior Guided Infrared and visible image fusion via pretrained vision models", Information Fusion, 125, pp. 103433, Jan. 2026.
Linfeng Tang, Chunyu Li, and Jiayi Ma*. "Mask-DiFuser: A Masked Diffusion Model for Unified Unsupervised Image Fusion", IEEE Transactions on Pattern Analysis and Machine Intelligence, 48(1), pp. 591-608, Jan. 2026.
2025
Linfeng Tang, Yeda Wang, Zhanchuan Cai, Junjun Jiang, and Jiayi Ma*. "ControlFusion: A Controllable Image Fusion Network with Language-Vision Degradation Prompts", in Advances in Neural Information Processing Systems (NeurIPS), Dec. 2025 (Oral, Acceptance rate: 0.36%).
Han Xu, Yuyang Li, Yunfei Deng, Jiayi Ma, and Guangcan Liu. "Deno-IF: Unsupervised Noisy Visible and Infrared Image Fusion Method", in Advances in Neural Information Processing Systems (NeurIPS), Dec. 2025 (Spotlight).
Hebaixu Wang, Jing Zhang, Haonan Guo, Di Wang, Jiayi Ma*, and Bo Du. "DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration", in Advances in Neural Information Processing Systems (NeurIPS), Dec. 2025.
Lei Cao, Hao Zhang, Chunyu Li, and Jiayi Ma*. "Projection-Manifold Regularized Latent Diffusion for Robust General Image Fusion", in Advances in Neural Information Processing Systems (NeurIPS), Dec. 2025.
Shihua Zhang, Zizhuo Li, and Jiayi Ma*. "DeMatch++: Two-View Correspondence Learning via Deep Motion Field Decomposition and Respective Local-Context Aggregation", IEEE Transactions on Pattern Analysis and Machine Intelligence, 47(12), pp. 11234-11251, Dec. 2025.
Han Xu, Chen Lu, Hao Zhang, Zhenfeng Shao, Guangcan Liu, and Jiayi Ma*. "Artificial Intelligence-Assisted Remote Sensing Observation, Understanding, and Decision", The Innovation, 6(12), pp. 101016, Dec. 2025.
Wenfei Xiong, Huabing Zhou, Yanduo Zhang, Tao Lu, and Jiayi Ma. "DiffuseDoc: Document geometric rectification via diffusion model", Computer Vision and Image Understanding, 262, pp. 104554, Dec. 2025.
Haibin Zhou, Huabing Zhou, Jun Chang, Tao Lu, and Jiayi Ma. "3D Lane Detection From Front or Surround-View Using Joint-Modeling and Matching", IEEE Transactions on Intelligent Vehicles, 9(12), pp. 8122-8135, Dec. 2025.
Mingyue Li, Chengyi Xiong, Zhirong Gao, and Jiayi Ma. "LaMamba: Layer-aware Mamba with Frequency-Spatial Fusion for Remote Sensing Image Super-Resolution", in Proceedings of the European Conference on Artificial Intelligence (ECAI), pp. 1833-1840, Oct. 2025.
Xinyu Xiang, Shengxiang Li, Jun Huang, Qinglong Yan, Zhenjie Zhu, Hao Zhang, and Jiayi Ma*. "LCUNet: A Lightweight Concatenated Unified Mapping Multi-modal Deception Detector", in Proceedings of the ACM International Conference on Multimedia (ACM MM) Workshop, pp. 46-51, Oct. 2025. (Awarded the First Prize of the SVC 2025 Multimodal Deception Detection Challenge)
Zizhuo Li, Chunbao Su, Fan Fan, Jun Huang, and Jiayi Ma. "CorrNeXt: Making the ConvNet-Style Correspondence Pruner Stronger for Two-View Geometry", in Proceedings of the ACM International Conference on Multimedia (ACM MM), pp. 4203-4212, Oct. 2025.
Luyang Cao, Han Xu, Jian Zhang, Lei Qi, Jiayi Ma, Yinghuan Shi, and Yang Gao. "Towards Perfection: Building Inter-component Mutual Correction for Retinex-based Low-light Image Enhancement", in Proceedings of the ACM International Conference on Multimedia (ACM MM), pp. 9549-9558, Oct. 2025.
Zizhuo Li, Yifan Lu, Linfeng Tang, Shihua Zhang, and Jiayi Ma*. "CoMatch: Dynamic Covisibility-Aware Transformer for Bilateral Subpixel-Level Semi-Dense Image Matching", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 18521-18530, Oct. 2025. (Highlight)
Xunpeng Yi, Yibing Zhang, Xinyu Xiang, Qinglong Yan, Han Xu, and Jiayi Ma*. "LUT-Fuse: Towards Extremely Fast Infrared and Visible Image Fusion via Distillation to Learnable Look-Up Tables", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 14559-14568, Oct. 2025.
Yuxin Deng, Kaining Zhang, Linfeng Tang, Jiaqi Yang, and Jiayi Ma*. "ArgMatch: Adaptive Refinement Gathering for Efficient Dense Matching", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 27369-27379, Oct. 2025.
Hebaixu Wang and Jiayi Ma*. "Deep Adaptive Unfolded Network via Spatial Morphology Stripping and Spectral Filtration for Pan-sharpening", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 10730-10740, Oct. 2025.
Meiqi Gong, Hao Zhang*, Xunpeng Yi, Linfeng Tang, and Jiayi Ma*. "TemCoCo: Temporally Consistent Multi-modal Video Fusion with Visual-Semantic Collaboration", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 14326-14335, Oct. 2025.
Liwei Wang, Yanduo Zhang, Tao Lu, Fang Liu, Huiqin Zhang, Jiayi Ma, and Huabing Zhou. "End-to-End Entity-Predicate Association Reasoning for Dynamic Scene Graph Generation", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 17729-17738, Oct. 2025.
Qing Ma, Pengwei Liang, Xiong Zhou, Jiayi Ma, Junjun Jiang, and Zhe Peng. "Robust Test-Time Adaptation for Single Image Denoising Using Deep Gaussian Prior", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 11230-11240, Oct. 2025.
Xingyu Hu, Junjun Jiang, Chenyang Wang, Kui Jiang, Xianming Liu, and Jiayi Ma. "Balancing Task-invariant Interaction and Task-specific Adaptation for Unified Image Fusion", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 11262-11272, Oct. 2025.
Xiyu Zhang, Jiayi Ma, Jianwei Guo, Wei Hu, Zhaoshuai Qi, Fei Hui, Jiaqi Yang, and Yanning Zhang. "HyperGCT: A Dynamic Hyper-GNN-Learned Geometric Constraint for 3D Registration", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 24750-24759, Oct. 2025.
Nan Zhang, Youmeng Liu, Hao Liu, Tian Tian, Jiayi Ma, and Jinwen Tian. "Hierarchical diffusion models for generating various pattern vehicles in infrared aerial images", Pattern Recognition, 166, pp. 111658, Oct. 2025.
Han Xu, Xunpeng Yi, Chen Lu, Guangcan Liu*, and Jiayi Ma*. "URFusion: Unsupervised Unified Degradation-Robust Image Fusion Network", IEEE Transactions on Image Processing, 34, pp. 5803-5818, Sept. 2025.
Mingyue Li, Chengyi Xiong, Zhirong Gao, and Jiayi Ma. "HAM: Hierarchical Attention Mamba with Spatial-Frequency Fusion for Remote Sensing Image Super-Resolution", IEEE Transactions on Geoscience and Remote Sensing, 63, pp. 5641314, Sept. 2025.
Hao Zhang, Lei Cao, Xuhui Zuo, Zhenfeng Shao, and Jiayi Ma*. "OmniFuse: Composite Degradation-Robust Image Fusion with Language-Driven Semantics", IEEE Transactions on Pattern Analysis and Machine Intelligence, 47(9), pp. 7577-7595, Sept. 2025.
Pengwei Liang, Junjun Jiang, Qing Ma, Chenyang Wang, Xianming Liu, and Jiayi Ma. "FusionINV: A Diffusion-Based Approach for Multimodal Image Fusion", IEEE Transactions on Image Processing, 34, pp. 5355-5368, Aug. 2025.
Xunpeng Yi, Han Xu, Hao Zhang, Linfeng Tang, and Jiayi Ma*. "Diff-Retinex++: Retinex-Driven Reinforced Diffusion Model for Low-Light Image Enhancement", IEEE Transactions on Pattern Analysis and Machine Intelligence, 47(8), pp. 6823-6841, Aug. 2025.
Linshan Wu, Zhun Zhong, Jiayi Ma, Yunchao Wei, Hao Chen, Leyuan Fang, and Shutao Li. "Modeling the Label Distributions for Weakly-Supervised Semantic Segmentation", IEEE Transactions on Pattern Analysis and Machine Intelligence, 47(8), pp. 6290-6306, Aug. 2025.
Meng Yang, Fan Fan, Jun Huang, Yong Ma, Xiaoguang Mei, Zhanchuan Cai, and Jiayi Ma. "Multimodal Image Matching based on Cross-Modality Completion Pre-training", in Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), pp. 2206-2214, Aug. 2025.
Linfeng Tang, Qinglong Yan, Xinyu Xiang, Leyuan Fang, and Jiayi Ma*. "C2RF: Bridging Multi-modal Image Registration and Fusion via Commonality Mining and Contrastive Learning", International Journal of Computer Vision, 133(8), pp. 5262-5280, Aug. 2025.
Bin Sun, Hang You, Wenbo Li, Xiangrui Liu, and Jiayi Ma. "Dual-band payload image fusion and its application in low-altitude remote sensing", Acta Aeronautica et Astronautica Sinica (航空学报), 46(15), pp. 331343, Aug. 2025.
Yucheng Sun, Yong Ma, Yuan Yao, Xiaoguang Mei, Jun Huang, and Jiayi Ma. "Domain adaptation hyperspectral image fusion based on spatial-spectral domain separation", Geo-spatial Information Science, 28(4), pp. 1638-1652, Aug. 2025.
Jie Hua, Zhongyuan Wang, Xin Tian, Qin Zou, Jinsheng Xiao, and Jiayi Ma. "Full Perception Head: Bridging the Gap Between Local and Global Features", IEEE/CAA Journal of Automatica Sinica, 12(7), pp. 1391-1406, Jul. 2025.
Zizhuo Li, Jie Jiang, and Jiayi Ma*. "Seed to Prune: A Seeded Graph Neural Network for Two-view Correspondence Learning", IEEE Transactions on Neural Networks and Learning Systems, 36(7), pp. 12199-12213, Jul. 2025.
Qing Ma, Junjun Jiang, Xiong Zhou, Pengwei Liang, Xianming Liu, and Jiayi Ma. "Pixel2Pixel: A Pixelwise Approach for Zero-shot Single Image Denoising", IEEE Transactions on Pattern Analysis and Machine Intelligence, 47(6), pp. 4614-4629, Jun. 2025.
Xuan Li, Guomin Zhang, Weiwei Chen, Li Cheng, Yining Xie, and Jiayi Ma. "An Infrared and Visible Image Fusion Method Based on Semantic-Sensitive Mask Selection and Bidirectional-Collaboration Region Fusion", IEEE Transactions on Circuits and Systems for Video Technology, 35(6), pp. 5518-5532, Jun. 2025.
Kangle Wu, Jun Huang, Yong Ma, Fan Fan, and Jiayi Ma. "Universal Infrared Image Nonuniformity Correction via Stripe-aware Attention Network", IEEE Transactions on Multimedia, 27, pp. 3383-3398, Jun. 2025.
Kaining Zhang, Yuxin Deng, Jiayi Ma*, and Paolo Favaro. "Adapting Dense Matching for Homography Estimation with Grid-based Acceleration", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 6294-6303, Jun. 2025.
Xinyu Xiang, Qinglong Yan, Hao Zhang*, and Jiayi Ma*. "ACAttack: Adaptive Cross Attacking RGB-T Tracker via Multi-Modal Response Decoupling", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 22099-22108, Jun. 2025.
Jiayi Ma, Xinyu Xiang, Qinglong Yan, Hao Zhang, Jun Huang, and Yong Ma. "Patch-based Adversarial Example Generation Method for Multi-spectral Object Tracking", Journal of Electronics & Information Technology (电子与信息学报), 47(6), pp. 1623-1632, Jun. 2025.
Yansheng Li, Yuning Wu, Gong Cheng, Chao Tao, Bo Dang, Yu Wang, Jiahao Zhang, Chuge Zhang, Yiting Liu, Xu Tang, Jiayi Ma*, and Yongjun Zhang*. "MEET: A Million-Scale Dataset for Fine-Grained Geospatial Scene Classification with Zoom-Free Remote Sensing Imagery", IEEE/CAA Journal of Automatica Sinica, 12(5), pp. 1004-1023, May 2025.
Jun Chen, Liling Yang, Wei Yu, Wenping Gong, Zhanchuan Cai, and Jiayi Ma*. "SDSFusion: A Semantic-Aware Infrared and Visible Image Fusion Network for Degraded Scenes", IEEE Transactions on Image Processing, 34, pp. 3139-3153, May 2025.
Nan Zhang, Borui Chai, Jiamin Song, Tian Tian, Pengfei Zhu, Jiayi Ma, and Jinwen Tian, "Omni-Scene Infrared Vehicle Detection: An Efficient Selective Aggregation approach and a unified benchmark", ISPRS Journal of Photogrammetry and Remote Sensing, 223, pp. 244-260, May 2025.
Yining Xie, Zequn Liu, Jiajun Chen, Wei Zhang, Jing Zhao, and Jiayi Ma. "SD-MIL: Multiple Instance Learning with Dual Perception of Scale and Distance Information Fusion for Whole Slide Image Classification", Expert Systems with Applications, 273, pp. 126831, May 2025.
Yining Xie, Zequn Liu, Jing Zhao, and Jiayi Ma*. "PHIM-MIL: Multiple instance learning with prototype similarity-guided feature fusion and hard instance mining for whole slide image classification", Information Fusion, 117, pp. 102847, May 2025.
Rui Liu, Zhiyuan Zhang, Yini Peng, Jiayi Ma, and Xin Tian. "Physical prior-guided deep fusion network with shading cues for shape from polarization", Information Fusion, 117, pp. 102805, May 2025.
Yifan Lu and Jiayi Ma*. "Feature Matching via Graph Clustering with Local Affine Consensus", International Journal of Computer Vision, 133(5), pp. 2259-2286, May 2025.
Hao Wang, Huabing Zhou, Yanduo Zhang, Jiayi Ma, and Haibin Ling. "Word Length-aware Text Spotting: Enhancing Dense Text Detection and Recognition for Camera-captured Document Image", IEEE Transactions on Instrumentation and Measurement, 74, pp. 5026915, Apr. 2025.
Xunpeng Yi, Yong Ma, Yansheng Li, Han Xu, and Jiayi Ma*. "Artificial intelligence facilitates information fusion for perception in complex environments", The Innovation, 6(4), pp. 100814, Apr. 2025.
Kangle Wu, Jun Huang, Yong Ma, Fan Fan, and Jiayi Ma. "Mutually Reinforcing Learning of Decoupled Degradation and Diffusion Enhancement for Unpaired Low-Light Image Lightening", IEEE Transactions on Image Processing, 34, pp. 2020-2035, Apr. 2025.
Yingsong Cheng, Xinya Wang, Yong Ma, Xiaoguang Mei, Minghui Wu, and Jiayi Ma. "General Hyperspectral Image Super-resolution via Meta-Transfer Learning", IEEE Transactions on Neural Networks and Learning Systems, 36(4), pp. 6134-6147, Apr. 2025.
Pengwei Liang, Junjun Jiang, Xianming Liu, and Jiayi Ma. "Image Deblurring by Exploring In-depth Properties of Transformer", IEEE Transactions on Neural Networks and Learning Systems, 36(3), pp. 4652-4663, Mar. 2025.
Yifan Xia and Jiayi Ma*. "Grid-guided Sparse Laplacian Consensus for Robust Feature Matching", IEEE Transactions on Image Processing, 34, pp. 1367-1381, Feb. 2025.
Jiayang Li, Junjun Jiang, Pengwei Liang, Jiayi Ma, and Liqiang Nie. "MaeFuse: Transferring Omni Features with Pretrained Masked Autoencoders for Infrared and Visible Image Fusion via Guided Training", IEEE Transactions on Image Processing, 34, pp. 1340-1353, Feb. 2025.
Meng Yang, Jun Chen, Xin Tian, Longsheng Wei, and Jiayi Ma. "VRTNet: Vector Rectifier Transformer for Two-View Correspondence Learning", IEEE Transactions on Multimedia, 27, pp. 515-530, Feb. 2025.
Shihua Zhang, Zhenjie Zhu, Zizhuo Li, Tao Lu, and Jiayi Ma*. "Matching While Perceiving: Enhance Image Feature Matching with Applicable Semantic Amalgamation", in Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), pp. 10094-10102, Feb. 2025.
Yifan Lu, Jiajun Le, Zizhuo Li, Yixuan Yuan, and Jiayi Ma*. "DeMo: Deep Motion Field Consensus with Learnable Kernels for Two-view Correspondence Learning", in Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), pp. 5829-5837, Feb. 2025.
Yifan Xia, Tianwei Ye, Huabing Zhou, Zhongyuan Wang, and Jiayi Ma*. "Multi-Shape Matching with Cycle Consistency Basis via Functional Maps", in Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), pp. 8575-8583, Feb. 2025.
Xinyu Xiang, Qinglong Yan, Hao Zhang*, Jianfeng Ding, Han Xu, Zhongyuan Wang, and Jiayi Ma*. "Cross-Modal Stealth: A Coarse-to-Fine Attack Framework for RGB-T Tracker", in Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), pp. 8620-8627, Feb. 2025.
Xuan Li, Rongfu Chen, Jie Wang, Weiwei Chen, Huabing Zhou, and Jiayi Ma. "CASPFuse: An Infrared and Visible Image Fusion Method based on Dual-cycle Crosswise Awareness and Global Structure-tensor Preservation", IEEE Transactions on Instrumentation and Measurement, 74, pp. 5002515, Jan. 2025.
Fengyuan Zhuang, Yizhang Liu, Xiaojie Li, Ji Zhou, Riqing Chen, Lifang Wei, Changcai Yang, and Jiayi Ma. "MGCNet: Multi-granularity consensus network for remote sensing image correspondence pruning", ISPRS Journal of Photogrammetry and Remote Sensing, 219, pp. 38-51, Jan. 2025.
Yini Peng, Rui Liu, Zhiyuan Zhang, Jiayi Ma, and Xin Tian. "Multi-receptive Field Interaction Network for Shape from Polarization", Science China Information Sciences, 68(1), pp. 119102, Jan. 2025.
Pei Yang, Yong Ma, Xiaoguang Mei, Qihai Chen, Minghui Wu, and Jiayi Ma. "Deep blind super-resolution for hyperspectral images", Pattern Recognition, 157, pp. 110916, Jan. 2025.
Yao Guo, Xianwei Zheng, Hongjie Li, Linxi Huan, Jiayi Ma, and Jianya Gong. "Learning deformable hypothesis sampling for patchmatch multi-view stereo in the wild", Information Fusion, 113, pp. 102646, Jan. 2025.
Zizhuo Li and Jiayi Ma*. "Learning Feature Matching via Matchable Keypoint-Assisted Graph Neural Network", IEEE Transactions on Image Processing, 34, pp. 154-169, Jan. 2025.
2024
Xiaojie Qiu#*, Daniel Y. Zhu#, Yifan Lu#, ..., Jiayi Ma*, et al. "Spatiotemporal modeling of molecular holograms", Cell, 187(26), pp. 7351-7373, Dec. 2024 (Featured Article).
Hao Zhang, Lei Cao, and Jiayi Ma*. "Text-DiFuse: An Interactive Multi-Modal Image Fusion Framework based on Text-modulated Diffusion Model", in Advances in Neural Information Processing Systems (NeurIPS), pp. 39552-39572, Dec. 2024 (Spotlight).
Zizhuo Li, Shihua Zhang, and Jiayi Ma*. "U-Match: Exploring Hierarchy-aware Local Context for Two-view Correspondence Learning", IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(12), pp. 10960-10977, Dec. 2024.
Guobao Xiao, Xin Liu, Zhen Zhong, Xiaoqin Zhang, Jiayi Ma, and Haibin Ling. "T-Net++: Effective Permutation-Equivariance Network for Two-View Correspondence Pruning", IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(12), pp. 10629-10644, Dec. 2024.
Xiang Fang, Yifan Lu, Shihua Zhang, Yining Xie, and Jiayi Ma*. "ACMatch: Improving context capture for two-view correspondence learning via adaptive convolution", ISPRS Journal of Photogrammetry and Remote Sensing, 218(part B), pp. 466-480, Dec. 2024.
Meng Wang, Jiawan Zhang, Jiayi Ma*, and Xiaojie Guo*. "Cas-FNE: Cascaded Face Normal Estimation", IEEE/CAA Journal of Automatica Sinica, 11(12), pp. 2423-2434, Dec. 2024.
Changcai Yang, Xiaojie Li, Jiayi Ma, Fengyuan Zhuang, Lifang Wei, Riqing Chen, and Guodong Chen. "CGR-Net: Consistency Guided ResFormer for Two-View Correspondence Learning", IEEE Transactions on Circuits and Systems for Video Technology, 34(12), pp. 12450-12465, Dec. 2024.
Kangle Wu, Jun Huang, Yong Ma, Fan Fan, and Jiayi Ma. "PSD-ELGAN: A pseudo self-distillation based CycleGAN with enhanced local adversarial interaction for single image dehazing", Neural Networks, 180, pp. 106689, Dec. 2024.
Shijie Zhang, Bin Zhang, Yuntao Wu, Huabing Zhou, Junjun Jiang, and Jiayi Ma. "SegCLIP: Multimodal Visual-Language and Prompt Learning for High-Resolution Remote Sensing Semantic Segmentation", IEEE Transactions on Geoscience and Remote Sensing, 62, pp. 5646316, Nov. 2024.
Zhiqiang Ruan, Jie Wan, Guobao Xiao, Zhimin Tang, and Jiayi Ma. "Semantic attention-based heterogeneous feature aggregation network for image fusion", Pattern Recognition, 155, pp. 110728, Nov. 2024.
Hebaixu Wang, Hao Zhang, Xunpeng Yi, Xinyu Xiang, Leyuan Fang, and Jiayi Ma*. "TeRF: Text-driven and Region-aware Flexible Visible and Infrared Image Fusion", in Proceedings of the ACM International Conference on Multimedia (ACM MM), pp. 935-944, Nov. 2024.
Linfeng Tang, Yuxin Deng, Xunpeng Yi, Qinglong Yan, Yixuan Yuan, and Jiayi Ma*. "DRMF: Degradation-Robust Multi-Modal Image Fusion via Composable Diffusion Prior", in Proceedings of the ACM International Conference on Multimedia (ACM MM), pp. 8546-8555, Nov. 2024.
Shihua Zhang and Jiayi Ma*. "DiffGlue: Diffusion-Aided Image Feature Matching", in Proceedings of the ACM International Conference on Multimedia (ACM MM), pp. 8451-8460, Nov. 2024.
Shunxing Chen, Guobao Xiao, Junwen Guo, Qiangqiang Wu, and Jiayi Ma. "DHM-Net: Deep Hypergraph Modeling for Robust Feature Matching", IEEE Transactions on Image Processing, 33, pp. 6002-6015, Oct. 2024.
Jun Chen, Wei Yu, Xin Tian, Jun Huang, and Jiayi Ma. "Mdbfusion: A Visible And Infrared Image Fusion Framework Capable For Motion Deblurring", in Proceedings of the IEEE International Conference on Image Processing (ICIP), pp. 1019-1025, Oct. 2024.
Wuyang Li, Xinyu Liu, Jiayi Ma, and Yixuan Yuan. "CLIFF: Continual Latent Diffusion for Open-Vocabulary Object Detection", in Proceedings of the European Conference on Computer Vision (ECCV), Oct. 2024. (Oral)
Jun Chen, Jianfeng Ding, and Jiayi Ma*. "HitFusion: Infrared and Visible Image Fusion for High-level Vision Tasks Using Transformer", IEEE Transactions on Multimedia, 26, pp. 10145-10159, Oct. 2024.
Xunpeng Yi, Linfeng Tang, Hao Zhang, Han Xu, and Jiayi Ma*. "Diff-IF: Multi-modality image fusion via diffusion model with fusion knowledge prior", Information Fusion, 110, pp. 102450, Oct. 2024.
Xin Tian, Kun Li, Wei Zhang, Zhongyuan Wang, and Jiayi Ma. "Interpretable Model-driven Deep Network for Hyperspectral, Multispectral, and Panchromatic Image Fusion", IEEE Transactions on Neural Networks and Learning Systems, 35(10), pp. 14382-14395, Oct. 2024.
Qian Hu, Xinya Wang, Junjun Jiang, Xiao-Ping Zhang, and Jiayi Ma*. "Exploring the Spectral Prior for Hyperspectral Image Super-resolution", IEEE Transactions on Image Processing, 33, pp. 5260-5272, Sept. 2024.
Bo Dang, Yansheng Li, Yongjun Zhang, and Jiayi Ma. "Progressive Learning with Cross-Window Consistency for Semi-Supervised Semantic Segmentation", IEEE Transactions on Image Processing, 33, pp. 5219-5231, Sept. 2024.
Yidong Luo, Junchao Zhang, Jianbo Shao, Jiandong Tian, and Jiayi Ma. "Learning a Non-Locally Regularized Convolutional Sparse Representation for Joint Chromatic and Polarimetric Demosaicking", IEEE Transactions on Image Processing, 33, pp. 5029-5044, Sept. 2024.
Jun Huang, Honglin Li, Yijia Gong, Fan Fan, Yong Ma, Qinglei Du, and Jiayi Ma*. "Robust Feature Matching via Graph Neighborhood Motion Consensus", IEEE Transactions on Multimedia, 26, pp. 9790-9803, Sept. 2024.
Guobao Xiao, Jun Yu, Jiayi Ma, Deng-Ping Fan, and Ling Shao. "Latent Semantic Consensus For Deterministic Geometric Model Fitting", IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(9), pp. 6139-6153, Sept. 2024.
Han Xu, Hao Zhang, Xunpeng Yi, and Jiayi Ma*. "CRetinex: A Progressive Color-shift Aware Retinex Model for Low-light Image Enhancement", International Journal of Computer Vision, 132(9), pp. 3610-3632, Sept. 2024.
Pengwei Liang, Junjun Jiang, Xianming Liu, and Jiayi Ma. "Decoupling Image Deblurring into Twofold: A Hierarchical Model for Defocus Deblurring", IEEE Transactions on Computational Imaging, 10, pp. 1207-1220, Aug. 2024.
Meiqi Gong, Hao Zhang, Hebaixu Wang, Jun Chen, Jun Huang, Xin Tian, and Jiayi Ma*. "Cross-Scale Domain Adaptation with Comprehensive Information for Pansharpening", in Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), pp. 785-793, Aug. 2024.
Erting Pan, Yang Yu, Xiaoguang Mei, Jun Huang, and Jiayi Ma. "From the Abundance Perspective: Multi-modal Scene Fusion-based Hyperspectral Image Synthesis", Information Fusion, 108, pp. 102419, Aug. 2024.
Wenhui Hong, Hao Zhang, and Jiayi Ma*. "OFPF-MEF: An Optical Flow Guided Dynamic Multi-exposure Image Fusion Network with Progressive Frequencies Learning", IEEE Transactions on Multimedia, 26, pp. 8581-8595, Aug. 2024.
Zizhuo Li, Chunbao Su, Fan Fan, Jun Huang, and Jiayi Ma. "MC-Net: Integrating Multi-level Geometric Context for Two-view Correspondence Learning", IEEE Transactions on Circuits and Systems for Video Technology, 34(8), pp. 7550-7565, Aug. 2024.
Zhen Yang, Jun Yue, Pedram Ghamisi, Shiliang Zhang, Jiayi Ma, and Leyuan Fang. "Open Set Recognition in Real World", International Journal of Computer Vision, 132(8), pp. 3208-3231, Aug. 2024.
Yang Yu, Erting Pan, Yong Ma, Xiaoguang Mei, Qihai Chen, and Jiayi Ma. "UnmixDiff: Unmixing-based Diffusion Model for Hyperspectral Image Synthesis", IEEE Transactions on Geoscience and Remote Sensing, 62, pp. 5524018, Jul. 2024.
Kaining Zhang and Jiayi Ma*. "Sparse-to-dense Multimodal Image Registration via Multi-Task Learning", in Proceedings of the International Conference on Machine Learning (ICML), pp. 59490-59504, Jul. 2024.
Tianming Zhao, Peng Gao, Tian Tian, Jiayi Ma, and Jinwen Tian. "From Noise Addition to Denoising: A Self-Variation Capture Network for Point Cloud Optimization", IEEE Transactions on Visualization and Computer Graphics, 30(7), pp. 3413-3426, Jul. 2024.
Xingyu Hu, Junjun Jiang, Chenyang Wang, Xianming Liu, and Jiayi Ma. "Incrementally Adapting Pretrained Model Using Network Prior for Multi-Focus Image Fusion", IEEE Transactions on Image Processing, 33, pp. 3950-3963, Jun. 2024.
Yantao Chen, Yong Ma, Xiaoguang Mei, Lin Zhang, Zhigang Fu, and Jiayi Ma. "Triple-task mutual consistency for semi-supervised 3D medical image segmentation", Computers in Biology and Medicine, 175, pp. 108506, Jun. 2024.
Hao Zhang, Linfeng Tang, Xinyu Xiang, Xuhui Zuo, and Jiayi Ma*. "Dispel Darkness for Better Fusion: A Controllable Visual Enhancer based on Cross-modal Conditional Adversarial Learning", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 26487-26496, Jun. 2024.
Shihua Zhang, Zizhuo Li, Yuan Gao, and Jiayi Ma*. "DeMatch: Deep Decomposition of Motion Field for Two-View Correspondence Learning", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 20278-20287, Jun. 2024.
Hao Zhang, Xuhui Zuo, Jie Jiang, Chunchao Guo, and Jiayi Ma*. "MRFS: Mutually Reinforcing Image Fusion and Segmentation", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 26974-26983, Jun. 2024.
Xunpeng Yi, Han Xu, Hao Zhang, Linfeng Tang, Jiayi Ma*. "Text-IF: Leveraging Semantic Text Guidance for Degradation-Aware and Interactive Image Fusion", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 27026-27035, Jun. 2024.
Yang Yu, Erting Pan, Xinya Wang, Yuheng Wu, Xiaoguang Mei, and Jiayi Ma. "Unmixing before Fusion: A Generalized Paradigm for Multi-modality-based Hyperspectral Image Synthesis", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 9297-9306, Jun. 2024.
Peng Yi, Zhongyuan Wang, Laigan Luo, Kui Jiang, Zheng He, Junjun Jiang, Tao Lu, and Jiayi Ma. "Omniscient Video Super-Resolution with Explicit-Implicit Alignment", ACM Transactions on Multimedia Computing, Communications and Applications, 20(5), pp. 150, May 2024.
Yuan Gao, Weizhong Zhang, Wenhan Luo, Lin Ma, Jin-Gang Yu, Gui-Song Xia, and Jiayi Ma. "Free Lunches in Auxiliary Learning: Exploiting Auxiliary Labels with Negligibly Extra Inference Cost", in Proceedings of the International Conference on Learning Representations (ICLR), May 2024.
Qian Hu, Jiayi Ma*, Yuan Gao, Junjun Jiang, Yixuan Yuan. "MAUN: Memory-Augmented Deep Unfolding Network for Hyperspectral Image Reconstruction", IEEE/CAA Journal of Automatica Sinica, 11(5), pp. 1139-1150, May 2024.
Shihua Zhang and Jiayi Ma*. "ConvMatch: Rethinking Network Design for Two-View Correspondence Learning", IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(5), pp. 2920-2935, May 2024.
Jun Chen, Liling Yang, Wei Liu, Xin Tian, and Jiayi Ma*. "LENFusion: A Joint Low-Light Enhancement and Fusion Network for Nighttime Infrared and Visible Image Fusion", IEEE Transactions on Instrumentation and Measurement, 73, pp. 5018715, Apr. 2024.
Nan Zhang, Youmeng Liu, Hao Liu, Tian Tian, Jiayi Ma, and Jinwen Tian. "DTNet: A Specialized Dual-Tuning Network for Infrared Vehicle Detection in Aerial Images", IEEE Transactions on Geoscience and Remote Sensing, 62, pp. 5002815, Apr. 2024.
Qing Ma, Junjun Jiang, Xianming Liu, and Jiayi Ma. "Reciprocal Transformer for Hyperspectral and Multispectral Image Fusion", Information Fusion, 104, pp. 102148, Apr. 2024.
Wenhui Hong, Hao Zhang, and Jiayi Ma*. "MERF: A Practical HDR‐like Image Generator via Mutual‐guided Learning between Multi‐exposure Registration and Fusion", IEEE Transactions on Image Processing, 33, pp. 2361-2376, Mar. 2024.
Qiming Xiong, Zhirong Gao, Jiayi Ma, and Yong Ma. "Multi-image super-resolution based low complexity deep network for image compressive sensing reconstruction", Journal of Visual Communication and Image Representation, 99, pp. 104071, Mar. 2024.
Jingwen Chai, Ankang Li, Hao Zhang, Yong Ma, Xiaoguang Mei, and Jiayi Ma. "3D multi-organ segmentation network combining local and global features and multi-scale interaction", Journal of Image and Graphics (中国图象图形学报), 29(3), pp.95-109, Mar. 2024.
Han Xu, Jiayi Ma*, Yixuan Yuan, Hao Zhang, Xin Tian, and Xiaojie Guo. "More than Lightening: A Self-supervised Low-light Image Enhancement Method Capable for Multiple Degradations", IEEE/CAA Journal of Automatica Sinica, 11(3), pp. 622-637, Mar. 2024.
Linfeng Tang, Ziang Chen, Jun Huang, and Jiayi Ma*. "CAMF: An Interpretable Infrared and Visible Image Fusion Network Based on Class Activation Mapping", IEEE Transactions on Multimedia, 26, pp. 4776-4791, Mar. 2024.
Jun Chen, Aoyu Zhu, Yang Yu, and Jiayi Ma*. "Multi-View Stereo via Noise Suppression PatchMatch", IEEE Transactions on Instrumentation and Measurement, 73, pp. 5011013, Feb. 2024.
Yanan Jia, Qiming Hu, Renwei Dian, Jiayi Ma, and Xiaojie Guo. "PAPS: Progressive Attention-based Pan-sharpening", IEEE/CAA Journal of Automatica Sinica, 11(2), pp. 391-404, Feb. 2024.
Yuxin Deng and Jiayi Ma*. "SDGMNet: Statistic-based Dynamic Gradient Modulation for Local Descriptor Learning", in Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), pp. 1510-1518, Feb. 2024 (Oral).
Hao Zhang, Xuhui Zuo, Huabing Zhou, Tao Lu, and Jiayi Ma*. "A Robust Mutual-reinforcing Framework for 3D Multi-modal Medical Image Fusion based on Visual-semantic Consistency", in Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), pp. 7087-7095, Feb. 2024.
Hebaixu Wang, Meiqi Gong, Xiaoguang Mei, Hao Zhang, and Jiayi Ma*. "Deep Unfolded Network with Intrinsic Supervision for Pan-sharpening", in Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), pp. 5419-5426, Feb. 2024.
Yifan Xia, Yifan Lu, Yuan Gao, and Jiayi Ma*. "Locality Preserving Refinement for Shape Matching with Functional Maps", in Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), pp. 6207-6215, Feb. 2024.
Yuxin Deng, Kaining Zhang, Shihua Zhang, Yansheng Li, and Jiayi Ma*. "ResMatch: Residual Attention Learning for Feature Matching", in Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), pp. 1501-1509, Feb. 2024.
Shunxing Chen, Guobao Xiao, Ziwei Shi, Junwen Guo, and Jiayi Ma. "SSL-Net: Sparse semantic learning for identifying reliable correspondences", Pattern Recognition, 146, pp. 110039, Feb. 2024.
Linfeng Tang, Jiayi Ma*, Hao Zhang, and Xiaojie Guo. "DRLIE: Flexible Low-light Image Enhancement via Disentangled Representations", IEEE Transactions on Neural Networks and Learning Systems, 35(2), pp. 2694-2707, Feb. 2024.
Kangle Wu, Jun Huang, Yong Ma, Fan Fan, and Jiayi Ma. "Cycle-Retinex: Unpaired Low-light Image Enhancement via Retinex-inline CycleGAN", IEEE Transactions on Multimedia, 26, pp. 1213-1228, Jan. 2024.
Yifan Lu, Jiayi Ma*, Xiaoguang Mei, Jun Huang, and Xiao-Ping Zhang. "Feature Matching via Topology-aware Graph Interaction Model", IEEE/CAA Journal of Automatica Sinica, 11(1), pp. 113-130, Jan. 2024.
Hebaixu Wang, Hao Zhang, Xin Tian, and Jiayi Ma*. "Zero-Sharpen: A universal pansharpening method across satellites for reducing scale-variance gap via zero-shot variation", Information Fusion, 101, pp. 102003, Jan. 2024.
2023
Xingyu Jiang and Jiayi Ma*. "Robust Model Reasoning and Fitting via Dual Sparsity Pursuit", in Advances in Neural Information Processing Systems (NeurIPS), pp. 71375-71392, Dec. 2023 (Spotlight).
Tianming Zhao, Linfeng Li, Tian Tian, Jiayi Ma, and Jinwen Tian. "Patch-guided point matching for point cloud registration with low overlap", Pattern Recognition, 144, pp. 109876, Dec. 2023.
Erting Pan, Yong Ma, Xiaoguang Mei, Jun Huang, Qihai Chen, and Jiayi Ma. "Hyperspectral image destriping and denoising from a task decomposition view", Pattern Recognition, 144, pp. 109832, Dec. 2023.
Qing Ma, Junjun Jiang, Xianming Liu, and Jiayi Ma. "Learning a 3D-CNN and Transformer prior for hyperspectral image super-resolution", Information Fusion, 100, pp. 101907, Dec. 2023.
Hao Zhang and Jiayi Ma*. "STP-SOM: Scale-transfer Learning for Pansharpening via Estimating Spectral Observation Model", International Journal of Computer Vision, 131(12), pp. 3226-3251, Dec. 2023.
Kangle Wu, Jun Chen, Yang Yu, and Jiayi Ma. "ACE-MEF: Adaptive Clarity Evaluation-Guided Network with Illumination Correction for Multi-exposure Image Fusion", IEEE Transactions on Multimedia, 25, pp. 8103-8118, Dec. 2023.
Hao Liang, Rui Liu, Zhongyuan Wang, Jiayi Ma, and Xin Tian. "Variational Bayesian deep network for blind Poisson denoising", Pattern Recognition, 143, pp. 109810, Nov. 2023.
Tianming Zhao, Linfeng Li, Tian Tian, Jiayi Ma, and Jinwen Tian. "APUNet: Attention-guided Upsampling Network for Sparse and Non-uniform Point Cloud", Pattern Recognition, 143, pp. 109796, Nov. 2023.
Chengli Peng, Huafeng Li, Chao Tao, Yansheng Li, and Jiayi Ma*. "MSINet: Mining scale information from digital surface models for semantic segmentation of aerial images", Pattern Recognition, 143, pp. 109785, Nov. 2023.
Junchao Zhang, Yidong Luo, Junbin Huang, Ying Liu, and Jiayi Ma*. "Multi-Exposure Image Fusion via Perception Enhanced Structural Patch Decomposition", Information Fusion, 99, pp. 101895, Nov. 2023.
Linfeng Tang, Hao Zhang, Han Xu, and Jiayi Ma*. "Rethinking the necessity of image fusion in high-level vision tasks: A practical infrared and visible image fusion network based on progressive semantic injection and scene fidelity", Information Fusion, 99, pp. 101870, Nov. 2023.
Kangle Wu, Jun Chen, and Jiayi Ma. "DMEF: Multi-exposure Image Fusion Based on A Novel Deep Decomposition Method", IEEE Transactions on Multimedia, 25, pp. 5690-5703, Nov. 2023.
Jun Yue, Leyuan Fang, Shaobo Xia, Yue Deng, and Jiayi Ma. "Dif-Fusion: Towards High Color Fidelity in Infrared and Visible Image Fusion with Diffusion Models", IEEE Transactions on Image Processing, 32, pp. 5705-5720, Oct. 2023.
Yucheng Sun, Han Xu, Yong Ma, Minghui Wu, Xiaoguang Mei, Jun Huang, and Jiayi Ma. "Dual Spatial-spectral Pyramid Network with Transformer for Hyperspectral Image Fusion", IEEE Transactions on Geoscience and Remote Sensing, 61, pp. 5526016, Oct. 2023.
Zizhuo Li, Jiayi Ma*, and Guobao Xiao. "Density-guided Incremental Dominant Instance Exploration for Two-view Geometric Model Fitting", IEEE Transactions on Image Processing, 32, pp. 5408-5422, Oct. 2023.
Han Xu, Jiteng Yuan, and Jiayi Ma*. "MURF: Mutually Reinforcing Multi-modal Image Registration and Fusion", IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(10), pp. 12148-12166, Oct. 2023.
Xunpeng Yi, Han Xu, Hao Zhang, Linfeng Tang, and Jiayi Ma*. "Diff-Retinex: Rethinking Low-light Image Enhancement with A Generative Diffusion Model", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 12302-12311, Oct. 2023.
Xingyu Jiang, Shihua Zhang, Xiao-Ping Zhang, and Jiayi Ma*. "Improving sparse graph attention for feature matching by informative keypoints exploration", Computer Vision and Image Understanding, 235, pp. 103803, Oct. 2023.
Yuanbin Fu, Jiayi Ma, and Xiaojie Guo. "Hierarchical image peeling: A flexible scale-space filtering framework", Computer Vision and Image Understanding, 235, pp. 103769, Oct. 2023.
Erting Pan, Yong Ma, Xiaoguang Mei, Fan Fan, and Jiayi Ma. "Hyperspectral Image Denoising via Spectral Noise Distribution Bootstrap", Pattern Recognition, 142, pp. 109699, Oct. 2023.
Yansheng Li, Te Shi, Yongjun Zhang, and Jiayi Ma. "SPGAN-DA: Semantic-Preserved Generative Adversarial Network for Domain Adaptive Remote Sensing Image Semantic Segmentation", IEEE Transactions on Geoscience and Remote Sensing, 61, pp. 5406717, Sept. 2023.
Jiayi Ma, Yang Wang, Aoxiang Fan, Guobao Xiao, and Riqing Chen. "Correspondence Attention Transformer: A Context-sensitive Network for Two-view Correspondence Learning", IEEE Transactions on Multimedia, 25, pp. 3509-3524, Sept. 2023.
Chengjie Ke, Wei Zhang, Zhongyuan Wang, Jiayi Ma, and Xin Tian. "Coarse-to-fine Cross-domain Learning Fusion Network for Pansharpening", IEEE Transactions on Geoscience and Remote Sensing, 61, pp. 5405614, Aug. 2023.
Erting Pan, Yong Ma, Xiaoguang Mei, Fan Fan, Jun Huang, and Jiayi Ma. "Progressive Hyperspectral Image Destriping with an Adaptive Frequencial Focus", IEEE Transactions on Geoscience and Remote Sensing, 61, pp. 5517312, Aug. 2023.
Zizhuo Li, Yong Ma, Xiaoguang Mei, and Jiayi Ma*. "Two-view correspondence learning using graph neural network with reciprocal neighbor attention", ISPRS Journal of Photogrammetry and Remote Sensing, 202, pp.114-124, Aug. 2023.
Xinya Wang, Qian Hu, Yingsong Cheng, and Jiayi Ma*. "Hyperspectral Image Super-resolution Meets Deep Learning: A Survey and Perspective", IEEE/CAA Journal of Automatica Sinica, 10(8), pp. 1668-1691, Aug. 2023.
Zizhuo Li, Shihua Zhang, and Jiayi Ma*. "U-Match: Two-view Correspondence Learning with Hierarchy-aware Local Context Aggregation", in Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), pp. 1169-1176, Aug. 2023.
Aoxiang Fan, Xingyu Jiang, Yong Ma, Xiaoguang Mei, and Jiayi Ma*. "Smoothness-Driven Consensus Based on Compact Representation for Robust Feature Matching", IEEE Transactions on Neural Networks and Learning Systems, 34(8), pp. 4460-4472, Aug. 2023.
Qiwen Jin, Yong Ma, Fan Fan, Jun Huang, Xiaoguang Mei, and Jiayi Ma. "Adversarial Autoencoder Network for Hyperspectral Unmixing", IEEE Transactions on Neural Networks and Learning Systems, 34(8), pp. 4555-4569, Aug. 2023.
Rui Liu, Ying Xiao, Zhongyuan Wang, Jiayi Ma, and Xin Tian. "Scanning-based compressive hyperspectral imaging via spectral-coded illumination", Optics Letters, 48(13), pp. 3387-3390, Jul. 2023.
Linshan Wu, Leyuan Fang, Xingxin He, Min He, Jiayi Ma, and Zhun Zhong. "Querying Labeled for Unlabeled: Cross-Image Semantic Consistency Guided Semi-Supervised Semantic Segmentation", IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(7), pp. 8827-8844, Jul. 2023.
Hao Zhang and Jiayi Ma*. "IID-MEF: A multi-exposure fusion network based on intrinsic image decomposition", Information Fusion, 95, pp. 326-340, Jul. 2023.
Xinyu Ye and Jiayi Ma*. "Neighborhood Manifold Preserving Matching for Visual Place Recognition", IEEE Transactions on Industrial Informatics, 19(7), pp. 8127-8136, Jul. 2023.
Jinsheng Xiao, Yuanxu Wu, Yunhua Chen, Shurui Wang, Zhongyuan Wang, and Jiayi Ma. "LSTFE-Net: Long Short-Term Feature Enhancement Network for Video Small Object Detection", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 14613-14622, Jun. 2023.
Yifan Lu, Jiayi Ma*, Leyuan Fang, Xin Tian, Junjun Jiang. "Robust and Scalable Gaussian Process Regression and Its Applications", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 21950-21959, Jun. 2023.
Linshan Wu, Zhun Zhong, Leyuan Fang, Xingxin He, Qiang Liu, Jiayi Ma, and Hao Chen. "Sparsely Annotated Semantic Segmentation with Adaptive Gaussian Mixtures", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 15454-15464, Jun. 2023.
Yansheng Li, Fanyi Wei, Yongjun Zhang, Wei Chen, and Jiayi Ma*. "HS2P: Hierarchical spectral and structure-preserving fusion network for multimodal remote sensing image cloud and shadow removal", Information Fusion, 94, pp. 215-228, Jun. 2023.
Jingtao Wang, Xin Liu, Luanyuan Dai, Jiayi Ma, Lifang Wei, Changcai Yang, and Riqing Chen. "PG-Net: Progressive Guidance Network via Robust Contextual Embedding for Efficient Point Cloud Registration", IEEE Transactions on Geoscience and Remote Sensing, 61, pp. 5701712, Apr. 2023.
Xingyu Hu, Junjun Jiang, Xianming Liu, and Jiayi Ma. "ZMFF: Zero-Shot Multi-Focus Image Fusion", Information Fusion, 92, pp. 127-138, Apr. 2023.
Kaining Zhang, Zizhuo Li, and Jiayi Ma*. "Loop Closure Detection with Bidirectional Manifold Representation Consensus", IEEE Transactions on Intelligent Transportation Systems, 24(4), pp. 3949-3962, Apr. 2023.
Junwen Guo, Guobao Xiao, Zhimin Tang, Shunxing Chen, Shiping Wang, and Jiayi Ma. "Learning for Feature Matching via Graph Context Attention", IEEE Transactions on Geoscience and Remote Sensing, 61, pp. 5102714, Mar. 2023.
Zhimin Tang, Guobao Xiao, Junwen Guo, Shiping Wang, and Jiayi Ma. "Dual-attention based Feature Aggregation Network for Infrared and Visible Image Fusion", IEEE Transactions on Instrumentation and Measurement, 72, pp. 5010013, Mar. 2023.
Meiqi Gong, Hao Zhang, Han Xu, Xin Tian, and Jiayi Ma*. "Multipatch Progressive Pansharpening with Knowledge Distillation", IEEE Transactions on Geoscience and Remote Sensing, 61, pp. 5401115, Mar. 2023.
Rui Liu, Hao Liang, Zhongyuan Wang, Jiayi Ma, and Xin Tian. "Fusion-based high-quality polarization 3D reconstruction", Optics and Lasers in Engineering, 162, pp. 107397, Mar. 2023.
Ziwei Shi, Guobao Xiao, Linxin Zheng, Jiayi Ma, and Riqing Chen. "JRA-Net: Joint Representation Attention Network for Correspondence Learning", Pattern Recognition, 135, pp. 109180, Mar. 2023.
Linfeng Tang, Xinyu Xiang, Hao Zhang, Meiqi Gong, and Jiayi Ma*. "DIVFusion: Darkness-free infrared and visible image fusion", Information Fusion, 91, pp. 477-493, Mar. 2023.
Hao Zhang, Hebaixu Wang, Xin Tian, and Jiayi Ma*. "P2Sharpen: A progressive pansharpening network with deep spectral transformation", Information Fusion, 91, pp. 103-122, Mar. 2023.
Erting Pan, Yong Ma, Xiaoguang Mei, Jun Huang, Fan Fan, and Jiayi Ma. "D2Net: Deep Denoising Network in Frequency Domain for Hyperspectral Image", IEEE/CAA Journal of Automatica Sinica, 10(3), pp. 813-815, Mar. 2023.
Hao Zhang, Jiayi Ma*, Fan Fan, Jun Huang, and Yong Ma. "Infrared and Visible Image Fusion Based on Multiclassification Adversarial Mechanism in Feature Space", Journal of Computer Research and Development (计算机研究与发展, CCF A类中文期刊), 60(3), pp. 690-704, Mar. 2023.
Xin Liu, Guobao Xiao, Riqing Chen, and Jiayi Ma. "PGFNet: Preference-Guided Filtering Network for Two-View Correspondence Learning", IEEE Transactions on Image Processing, 32, pp. 1367-1378, Feb. 2023.
Yifan Xia, Jie Jiang, Yifan Lu, Wei Liu, and Jiayi Ma*. "Robust feature matching via progressive smoothness consensus", ISPRS Journal of Photogrammetry and Remote Sensing, 196, pp. 502-513, Feb. 2023.
Han Xu, Haochen Liang, and Jiayi Ma*. "Unsupervised Multi-exposure Image Fusion Breaking Exposure Limits via Contrastive Learning", in Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI), pp. 3010-3017, Feb. 2023 (Oral).
Shihua Zhang and Jiayi Ma*. "ConvMatch: Rethinking Network Design for Two-View Correspondence Learning", in Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI), pp. 3472-3479, Feb. 2023 (Oral).
Jiayi Ma, Kaining Zhang, and Junjun Jiang. "Loop Closure Detection via Locality Preserving Matching with Global Consensus", IEEE/CAA Journal of Automatica Sinica, 10(2), pp. 411-426, Feb. 2023.
Huabing Zhou, Wei Wu, Yanduo Zhang, Jiayi Ma, and Haibin Ling. "Semantic-supervised Infrared and Visible Image Fusion via a Dual-discriminator Generative Adversarial Network", IEEE Transactions on Multimedia, 25, pp. 635-648, Feb. 2023.
Xin Tian, Fang He, Rui Liu, and Jiayi Ma. "Interpretable Poisson Optimization-inspired Deep Network for Single-photon Counting Image Denoising", IEEE Transactions on Instrumentation and Measurement, 72, pp. 5002111, Jan. 2023.
Yuxin Deng and Jiayi Ma*. "ReDFeat: Recoupling Detection and Description for Multimodal Feature Learning", IEEE Transactions on Image Processing, 32, pp. 591-602, Jan. 2023.
Linfeng Tang, Hao Zhang, Han Xu, and Jiayi Ma*. "Deep Learning-based Image Fusion: A survey", Journal of Image and Graphics (中国图象图形学报), 28(1), pp. 3-36, Jan. 2023.
Xin Tian, Wei Zhang, Dian Yu, and Jiayi Ma*. "Sparse Tensor Prior for Hyperspectral, Multispectral, and Panchromatic Image Fusion", IEEE/CAA Journal of Automatica Sinica, 10(1), pp. 284-286, Jan. 2023.
Xinya Wang, Jiayi Ma*, and Junjun Jiang. "Contrastive Learning for Blind Super-resolution via A Distortion-specific Network", IEEE/CAA Journal of Automatica Sinica, 10(1), pp. 78-89, Jan. 2023.
Junjun Jiang, Chenyang Wang, Xianming Liu, and Jiayi Ma. "Deep Learning-based Face Super-resolution: A Survey", ACM Computing Surveys, 55(1), pp. 13:1-13:36, Jan. 2023.
2022
Xinya Wang, Yingsong Cheng, Xiaoguang Mei, Junjun Jiang, and Jiayi Ma*. "Group Shuffle and Spectral-Spatial Fusion for Hyperspectral Image Super-Resolution", IEEE Transactions on Computational Imaging, 8, pp. 1223-1236, Dec. 2022.
Han Xu, Yucheng Sun, Xiaoguang Mei, Xin Tian, and Jiayi Ma*. "Attention-guided Polarization Image Fusion Using Salient Information Distribution", IEEE Transactions on Computational Imaging, 8, pp. 1117-1130, Dec. 2022.
Linfeng Tang, Yuxin Deng, Yong Ma, Jun Huang, and Jiayi Ma*. "SuperFusion: A Versatile Image Registration and Fusion Network with Semantic Awareness", IEEE/CAA Journal of Automatica Sinica, 9(12), pp. 2121-2137, Dec. 2022.
Zhuliang Le, Jun Huang, Han Xu, Fan Fan, Yong Ma, Xiaoguang Mei, and Jiayi Ma. "UIFGAN: An unsupervised continual-learning generative adversarial network for unified image fusion", Information Fusion, 88, pp. 305-318, Dec. 2022.
Huabing Zhou, Jilei Hou, Yanduo Zhang, Jiayi Ma*, and Haibin Ling. "Unified gradient- and intensity-discriminator generative adversarial network for image fusion", Information Fusion, 88, pp. 184-201, Dec. 2022.
Meilong Xu, Linfeng Tang, Hao Zhang, and Jiayi Ma*. "Infrared and visible image fusion via parallel scene and texture learning", Pattern Recognition, 132, pp. 108929, Dec. 2022.
Yi Lin, Jichun Wu, Junwen Guo, Geng Chen, Guobao Xiao, and Jiayi Ma. "BSCA-Net: Bit slicing context attention network for polyp segmentation", Pattern Recognition, 132, pp. 108917, Dec. 2022.
Xinya Wang, Qian Hu, junjun Jiang, and Jiayi Ma*. "A Group-based Embedding Learning and Integration Network for Hyperspectral Image Super-resolution", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5541416, Nov. 2022.
Aoxiang Fan, Jiayi Ma*, Xingyu Jiang, and Haibin Ling. "Efficient Deterministic Search with Robust Loss Functions for Geometric Model Fitting", IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(11), pp. 8212-8229, Nov. 2022.
Han Xu, Xiaoguang Mei, Fan Fan, Yong Ma, and Jiayi Ma. "Information decomposition and quality guided infrared and visible image fusion", Journal of Image and Graphics (中国图象图形学报), 27(11), pp. 3316-3330, Nov. 2022.
Chengli Peng and Jiayi Ma*. "Real-time Semantic Segmentation via An Efficient Multi-column Network", Journal of Computer Science and Technology (计算机学报英文版), 37(6), pp. 1478-1491, Nov. 2022.
Xiaojie Guo, Yang Yang, Chaoyue Wang, and Jiayi Ma*. "Image dehazing via enhancement, restoration, and fusion: A survey", Information Fusion, 86-87, pp. 146-170, Oct. 2022.
Pengwei Liang, Junjun Jiang, Xianming Liu, and Jiayi Ma. "Fusion from Decomposition: A Self-Supervised Decomposition Approach for Image Fusion", in Proceedings of the European Conference on Computer Vision (ECCV), pp. 719-735, Oct. 2022.
Youming Deng, Yansheng Li, Yongjun Zhang, Xiang Xiang, Jian Wang, Jingdong Chen, and Jiayi Ma. "Hierarchical Memory Learning for Fine-Grained Scene Graph Generation", in Proceedings of the European Conference on Computer Vision (ECCV), pp. 266-283, Oct. 2022.
Jiayi Ma, Wenjing Gao, Yong Ma, Jun Huang, and Fan Fan. "Learning Spatial-Parallax Prior Based on Array Thermal Camera for Infrared Image Enhancement", IEEE Transactions on Industrial Informatics, 18(10), pp. 6642-6651, Oct. 2022.
Jiayi Ma, Aoxiang Fan, Xingyu Jiang, and Guobao Xiao. "Feature Matching via Motion-Consistency Driven Probabilistic Graphical Model", International Journal of Computer Vision, 130, pp. 2249-2264, Sept. 2022.
Fang He, Xin Tian, Rui Liu, and Jiayi Ma. "MoG-DS: Model-guided deep convolutional network for joint denoising and super-resolution of single-photon counting image", Optics Express, 30(18), pp. 33068-33082, Aug. 2022.
Yifan Xia and Jiayi Ma*. "Locality-guided Global-preserving Optimization for Robust Feature Matching", IEEE Transactions on Image Processing, 31, pp. 5093-5108, Aug. 2022.
Xingyu Jiang, Yang Wang, Aoxiang Fan, and Jiayi Ma*. "Learning for mismatch removal via graph attention networks", ISPRS Journal of Photogrammetry and Remote Sensing, 190, pp. 181-195, Aug. 2022.
Huabing Zhou, Zhichao Xu, Yulu Tian, Zhenghong Yu, Yanduo Zhang, and Jiayi Ma. "Interpolation-based Nonrigid Deformation Estimation Under Manifold Regularization Constraint", Pattern Recognition, 128, pp. 108695, Aug. 2022.
Chengli Peng and Jiayi Ma*. "Domain Adaptive Semantic Segmentation via Entropy-ranking and Uncertain Learning-based Self-training", IEEE/CAA Journal of Automatica Sinica, 9(7), pp. 1524-1527, Aug. 2022.
Linxin Zheng, Guobao Xiao, Ziwei Shi, Shiping Wang, and Jiayi Ma. "MSA-Net: Establishing Reliable Correspondences by Multi-Scale Attention Network", IEEE Transactions on Image Processing, 31, pp. 4598-4608, Jul. 2022.
Jiayi Ma, Linfeng Tang, Fan Fan, Jun Huang, Xiaoguang Mei, and Yong Ma. "SwinFusion: Cross-domain Long-range Learning for General Image Fusion via Swin Transformer", IEEE/CAA Journal of Automatica Sinica, 9(7), pp. 1200-1217, Jul. 2022. (Hsue-shen Tsien Paper Award 2023, IEEE/CAA JAS Best Paper Award 2023)
Linfeng Tang, Jiteng Yuan, Hao Zhang, Xingyu Jiang, and Jiayi Ma*. "PIAFusion: A progressive infrared and visible image fusion network based on illumination aware", Information Fusion, 83-84, pp. 79-92, Jul. 2022.
Jiayi Ma, Xinyu Ye, Huabing Zhou, Xiaoguang Mei, and Fan Fan. "Loop-Closure Detection Using Local Relative Orientation Matching", IEEE Transactions on Intelligent Transportation Systems, 23(7), pp. 7896-7909, Jul. 2022.
Xi Gong, Feng Yao, Jiayi Ma, Junjun Jiang, Tao Lu, Yanduo Zhang, and Huabing Zhou. "Feature Matching for Remote-Sensing Image Registration via Neighborhood Topological and Affine Consistency", Remote Sensing, 14(11), pp. 2606, Jun. 2022.
Kaining Zhang, Jiayi Ma*, and Junjun Jiang. "Loop Closure Detection with Reweighting NetVLAD and Local Motion and Structure Consensus", IEEE/CAA Journal of Automatica Sinica, 9(6), pp. 1087-1090, Jun. 2022.
Junjun Jiang, Chenyang Wang, Xianming Liu, Kui Jiang, and Jiayi Ma. "From Less to More: Spectral Splitting and Aggregation Network for Hyperspectral Face Super-Resolution", in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshop (CVPRW), pp. 267-276, Jun. 2022.
Luanyuan Dai, Yizhang Liu, Jiayi Ma, Lifang Wei, Taotao Lai, Changcai Yang, Riqing Chen. "MS2DG-Net: Progressive Correspondence Learning via Multi Sparse Semantic Dynamic Graph", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 8973-8982, Jun. 2022.
Han Xu, Jiayi Ma*, Jiteng Yuan, Zhuliang Le, and Wei Liu. "RFNet: Unsupervised Network for Mutually Reinforcing Multi-modal Image Registration and Fusion", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 19679-19688, Jun. 2022.
Aoxiang Fan, Jiayi Ma*, Xin Tian, Xiaoguang Mei, and Wei Liu. "Coherent Point Drift Revisited for Non-rigid Shape Matching and Registration", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1424-1434, Jun. 2022.
Xingyu Jiang, Yifan Xia, Xiao-Ping Zhang, and Jiayi Ma*. "Robust image matching via local graph structure consensus", Pattern Recognition, 126, pp. 108588, Jun. 2022.
Linfeng Tang, Jiteng Yuan, and Jiayi Ma*. "Image fusion in the loop of high-level vision tasks: A semantic-aware real-time infrared and visible image fusion network", Information Fusion, 82, pp. 28-42, Jun. 2022. (Information Fusion Best Paper Award 2024)
Shunxing Chen, Linxin Zheng, Guobao Xiao, Zhen Zhong, and Jiayi Ma. "CSDA-Net: Seeking Reliable Correspondences by Channel-Spatial Difference Augment Network", Pattern Recognition, 126, pp. 108539, Jun. 2022.
Guorong Lin, Xin Liu, Fangfang Lin, Guobao Xiao, and Jiayi Ma. "RANet: A Relation-Aware Network for Two-view Correspondence Learning", Neurocomputing, 488, pp. 547-556, Jun. 2022.
Jiayi Ma, Shenyue Wang, Kaining Zhang, Zheng He, Jun Huang, and Xiaoguang Mei. "Fast and Robust Loop-closure Detection via Convolutional Auto-encoder and Motion Consensus", IEEE Transactions on Industrial Informatics, 18(6), pp. 3681-3691, Jun. 2022.
Jiayi Ma, Chengli Peng, Xin Tian, and Junjun Jiang. "DBDnet: A Deep Boosting Strategy for Image Denoising", IEEE Transactions on Multimedia, 24, pp. 3157-3168, Jun. 2022.
Chengli Peng and Jiayi Ma*. "High-quality Wheat Stalk Cross Section Micrograph Measurement via Semantic Segmentation Network", IEEE Transactions on Instrumentation and Measurement, 71, pp. 5010811, May 2022.
Meiqi Gong, Jiayi Ma*, Han Xu, Xin Tian, and Xiao-Ping Zhang. "D2TNet: A ConvLSTM Network with Dual-direction Transfer for Pan-sharpening", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5409114, May 2022.
Xin Tian, Ying Xiao, Rui Liu, Fang He, and Jiayi Ma*. "Line-wise scanning-based super-resolution imaging", Optics Letters, 47(9), pp. 2230-2233, May 2022.
Pengwei Liang, Junjun Jiang, Xianming Liu, and Jiayi Ma. "BaMBNet: A Blur-aware Multi-branch Network for Dual-Pixel Defocus Deblurring", IEEE/CAA Journal of Automatica Sinica, 9(5), pp. 878-892, May 2022.
Peng Yi, Zhongyuan Wang, Kui Jiang, Junjun Jiang, Tao Lu, and Jiayi Ma. "A Progressive Fusion Generative Adversarial Network for Realistic and Consistent Video Super-Resolution", IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(5), pp. 2264-2280, May 2022 (code).
Qing Ma, Junjun Jiang, Xianming Liu, and Jiayi Ma. "Multi-task Interaction learning for Spatiospectral Image Super-Resolution", IEEE Transactions on Image Processing, 31, pp. 2950-2961, Apr. 2022.
Erting Pan, Yong Ma, Xiaoguang Mei, Fan Fan, Jun Huang, and Jiayi Ma. "SQAD: Spatial-Spectral Quasi-Attention Recurrent Network for Hyperspectral Image Denoising", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5524814, Apr. 2022.
Han Xu, Meiqi Gong, Xin Tian, Jun Huang, and Jiayi Ma*. "CUFD: An encoder-decoder network for visible and infrared image fusion based on common and unique feature decomposition", Computer Vision and Image Understanding, 218, pp. 103407, Apr. 2022.
Zizhuo Li, Yong Ma, Xiaoguang Mei, Jun Huang, and Jiayi Ma*. "Guided neighborhood affine subspace embedding for feature matching", Pattern Recognition, 124, pp. 108489, Apr. 2022.
Zhenfen Shao, Gui Cheng, Jiayi Ma, Zhongyuan Wang, Jiaming Wang, and Deren Li. "Real-time and Accurate UAV Pedestrian Detection for Social Distancing Monitoring in COVID-19 Pandemic", IEEE Transactions on Multimedia, 24, pp. 2069-2083, Apr. 2022.
Wei Zheng, Ziwei Shi, Guobao Xiao, and Jiayi Ma. "Learning Two-view Correspondences and Geometry Using Neighbor-Aware Network", IEEE Geoscience and Remote Sensing Letters, 19, pp. 8026505, Mar. 2022.
Kaining Zhang, Xingyu Jiang, and Jiayi Ma*. "Appearance-based Loop Closure Detection via Locality-driven Accurate Motion Field Learning", IEEE Transactions on Intelligent Transportation Systems, 23(3), pp. 2350-2365, Mar. 2022.
Dong Han, Liang Li, Xiaojie Guo, and Jiayi Ma. "Multi-Exposure Image Fusion via Deep Perceptual Enhancement", Information Fusion, 79, pp. 248-262, Mar. 2022.
Xinya Wang, Jiayi Ma, Peng Yi, Xin Tian, Junjun Jiang, and Xiao-Ping Zhang. "Learning an epipolar shift compensation for light field image super-resolution", Information Fusion, 79, pp. 188-199, Mar. 2022.
Xin Tian, Wei Zhang, Yuerong Chen, Zhongyuan Wang, and Jiayi Ma*. "HyperFusion: A Computational Approach for Hyperspectral, Multispectral, and Panchromatic Image Fusion", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5518216, Feb. 2022.
Xinyu Ye, Jiayi Ma, and Huilin Xiong. "Local Affine Preservation with Motion Consistency for Feature Matching of Remote Sensing Images", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5613912, Feb. 2022.
Xinya Wang, Jiayi Ma*, Junjun Jiang, Xiao-Ping Zhang. "Dilated projection correction network based on autoencoder for hyperspectral image super-resolution", Neural Networks, 146, pp. 107-119, Feb. 2022.
Jun Chen, Xuejiao Li, Linbo Luo, and Jiayi Ma*. "Multi-focus Image Fusion Based on Multi-scale Gradients and Image Matting", IEEE Transactions on Multimedia, 24, pp. 655-667, Feb. 2022.
Junjun Jiang, Jiayi Ma*, and Xianming Liu. "Multilayer Spectral-Spatial Graphs for Label Noisy Robust Hyperspectral Image Classification", IEEE Transactions on Neural Networks and Learning Systems, 33(2), pp. 839-852, Feb. 2022.
Qing Ma, Junjun Jiang, Xianming Liu, and Jiayi Ma. "Deep Unfolding Network for Spatiospectral Image Super-Resolution", IEEE Transactions on Computational Imaging, 8, pp. 28-40, Jan. 2022.
Jiayi Ma, Zizhuo Li, Kaining Zhang, Zhenfeng Shao, and Guobao Xiao. "Robust feature matching via neighborhood manifold representation consensus", ISPRS Journal of Photogrammetry and Remote Sensing, 183, pp. 196-209, Jan. 2022.
Xin Tian, Rui Liu, Zhongyuan Wang, and Jiayi Ma. "High quality 3D reconstruction based on fusion of polarization imaging and binocular stereo vision", Information Fusion, 77, pp. 19-28, Jan. 2022.
Ganghui Fan, Yong Ma, Xiaoguang Mei, Fan Fan, Jun Huang, and Jiayi Ma. "Hyperspectral Anomaly Detection with Robust Graph Autoencoders", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5511314, Jan. 2022.
Qiwen Jin, Yong Ma, Xiaoguang Mei, and Jiayi Ma. "TANet: An Unsupervised Two-Stream Autoencoder Network for Hyperspectral Unmixing", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5506215, Jan. 2022.
Xin Tian, Kun Li, Zhongyuan Wang, and Jiayi Ma*. "VP-Net: An Interpretable Deep Network for Variational Pansharpening", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5400416, Jan. 2022.
Xinya Wang, Jiayi Ma*, and Junjun Jiang. "Hyperspectral Image Super-Resolution via Recurrent Feedback Embedding and Spatial-Spectral Consistency Regularization", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5503113, Jan. 2022.
Chengli Peng, Kaining Zhang, Yong Ma, and Jiayi Ma*. "Cross Fusion Net: A Fast Semantic Segmentation Network for Small-scale Semantic Information Capturing in Aerial Scenes", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5601313, Jan. 2022.
Xin Tian, Yuerong Chen, Changcai Yang, and Jiayi Ma*. "Variational Pansharpening by Exploiting Cartoon-texture Similarities", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5400416, Jan. 2022.
Guobao Xiao, Huan Luo, Kun Zeng, Leyi Wei and Jiayi Ma*. "Robust Feature Matching for Remote Sensing Image Registration via Guided Hyperplane Fitting", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5600714, Jan. 2022.
Han Xu, Jiayi Ma*, Junjun Jiang, Xiaojie Guo, and Haibin Ling. "U2Fusion: A Unified Unsupervised Image Fusion Network", IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(1), pp. 502-518, Jan. 2022 (code).
2021
Yang Yu, Yong Ma, Xiaoguang Mei, Fan Fan, Jun Huang and Jiayi Ma. "A Spatial-Spectral Feature Descriptor for Hyperspectral Image Matching", Remote Sensing, 13(23), pp. 4912, Dec. 2021.
Hao Zhang, Han Xu, Xin Tian, Junjun Jiang, and Jiayi Ma*. "Image fusion meets deep learning: A survey and perspective", Information Fusion, 76, pp. 323-336, Dec. 2021.
Han Xu and Jiayi Ma*. "EMFusion: An unsupervised enhanced medical image fusion network", Information Fusion, 76, pp. 177-186, Dec. 2021.
Rui Liu, Xin Tian, Fang He, and Jiayi Ma. "Multi-depth photon-counting imaging based on polarisation modulation", Optics Express, 29(24), pp. 39362-39375, Nov. 2021.
Jiaming Wang, Zhenfeng Shao, Xiao Huang, Tao Lu, Ruiqian Zhang, and Jiayi Ma. "Enhanced image prior for unsupervised remoting sensing super-resolution", Neural Networks, 143, pp. 400-412, Nov. 2021.
Guobao Xiao, Shiping Wang, Han Wang, and Jiayi Ma*. "Mining consistent correspondences using co-occurrence statistics", Pattern Recognition, 119, pp. 108062, Nov. 2021.
Hao Zhang, Jiteng Yuan, Xin Tian, and Jiayi Ma*. "GAN-FM: Infrared and Visible Image Fusion Using GAN with Full-scale Skip Connection and Dual Markovian Discriminators", IEEE Transactions on Computational Imaging, 7, pp. 1134-1147, Oct. 2021.
Hao Zhang and Jiayi Ma*. "SDNet: A Versatile Squeeze-and-Decomposition Network for Real-Time Image Fusion", International Journal of Computer Vision, 129(10), pp. 2761-2785, Oct. 2021.
Xinya Wang, Jiayi Ma*, Wenjing Gao, and Junjun Jiang. "MPIN: A Macro-pixel Integration Network for Light Field Super-resolution", Frontiers of Information Technology & Electronic Engineering, 22(10), pp. 1299-1310, Oct. 2021 (Invited Paper).
Peng Yi, Zhongyuan Wang, Kui Jiang, Junjun Jiang, Tao Lu, Xin Tian, and Jiayi Ma. "Omniscient Video Super-Resolution", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 4429-4438, Oct. 2021.
Zhen Zhong, Guobao Xiao, Linxin Zheng, Yan Lu, and Jiayi Ma. "T-Net: Effective Permutation-Equivariant Network for Two-View Correspondence Learning", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 1950-1959, Oct. 2021.
Changan Wang, Qingyu Song, Boshen Zhang, Yabiao Wang, Ying Tai, Xuyi Hu, Chengjie Wang, Jilin Li, Jiayi Ma, and Yang Wu. "Uniformity in Heterogeneity: Diving Deep into Count Interval Partition for Crowd Counting", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 3234-3242, Oct. 2021.
Kaining Zhang, Xingyu Jiang, Xiaoguang Mei, Huabing Zhou, and Jiayi Ma*. "Motion Field Consensus with Locality Preservation: A Geometric Confirmation Strategy for Loop Closure Detection", in Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 445-451, Sept. 2021.
Xingyu Jiang, Jiayi Ma*, Guobao Xiao, Zhenfeng Shao, and Xiaojie Guo. "A review of multimodal image matching: Methods and applications", Information Fusion, 73, pp. 22-71, Sept. 2021 (Invited Paper).
Han Xu, Zhuliang Le, Jun Huang, Jiayi Ma. "A Cross-Direction and Progressive Network for Pan-Sharpening", Remote Sensing, 13(15), 3045, Aug. 2021.
Erting Pan, Yong Ma, Jun Huang, Fan Fan, Hao Li, and Jiayi Ma. "Hyperspectral image classification evaluated across different datasets", Journal of Image and Graphics (中国图象图形学报), 26(8), pp. 1969-1977, Aug. 2021.
Guang Hua, Han Liao, Haijian Zhang, Dengpan Ye, and Jiayi Ma. "Robust ENF Estimation Based on Harmonic Enhancement and Maximum Weight Clique", IEEE Transactions on Information Forensics and Security, 16, pp. 3874-3887, Aug. 2021.
Han Xu, Hao Zhang, and Jiayi Ma*. "Classification Saliency-based Rule for Visible and Infrared Image Fusion", IEEE Transactions on Computational Imaging, 7, pp. 824-836, Aug. 2021.
Yong Ma, Ganghui Fan, Qiwen Jin, Jun Huang, Xiaoguang Mei, and Jiayi Ma. "Hyperspectral Anomaly Detection via Integration of Feature Extraction and Background Purification", IEEE Geoscience and Remote Sensing Letters, 18(8), pp. 1436-1440, Aug. 2021.
Xin Tian, Wei Chen, Zhongyuan Wang, and Jiayi Ma*. "Polarization Prior for Single-Photon Counting Image Denoising", Optics Express, 29(14), pp. 21664-21682, Jul. 2021.
Guobao Xiao, Hanzi Wang, Jiayi Ma, and David Suter. "Segmentation by Continuous Latent Semantic Analysis for Multi-structure Model Fitting", International Journal of Computer Vision, 129(7), pp. 2034-2056, Jul. 2021.
Kun Li, Wei Zhang, Xin Tian, Jiayi Ma, Huabing Zhou, and Zhongyuan Wang. "Variation-net: Interpretable Variation-inspired Deep Network for Pansharpening", in Proceedings of the IEEE International Conference on Multimedia and Expo (ICME), Jul. 2021.
Xingyu Hu, Junjun Jiang, Xianming Liu, and Jiayi Ma. "Zero-Shot Multi-Focus Image Fusion", in Proceedings of the IEEE International Conference on Multimedia and Expo (ICME), Jul. 2021 (Oral).
Qiwen Jin, Yong Ma, Xiaoguang Mei, Hao Li, and Jiayi Ma. "uTDN: An Unsupervised Two-Stream Dirichlet-Net for Hyperspectral Unmixing", in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 1885-1889, Jun. 2021.
Ganghui Fan, Yong Ma, Jun Huang, Xiaoguang Mei, and Jiayi Ma. "Robust graph autoencoder for hyperspectral anomaly detection", in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 1830-1834, Jun. 2021.
Erting Pan, Yong Ma, Xiaoguang Mei, Fan Fan, and Jiayi Ma. "Unsupervised stacked capsule autoencoder for hyperspectral image classification", in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 1825-1829, Jun. 2021.
Xin Tian, Mengliang Zhang, Changcai Yang, and Jiayi Ma*. "FusionNDVI: A Computational Fusion Approach for High Resolution Normalized Difference Vegetation Index", IEEE Transactions on Geoscience and Remote Sensing, 59(6), pp. 5258-5271, Jun. 2021.
Yuanbin Fu, Jiayi Ma, and Xiaojie Guo. "A Foreground-Aware Framework for Local Face Attribute Transfer", Entropy, 23(5), pp. 615, May 2021.
Yuanbin Fu, Jiayi Ma, and Xiaojie Guo. "Unsupervised Exemplar-Domain Aware Image-to-Image Translation", Entropy, 23(5), pp. 565, May 2021.
Kaining Zhang, Zizhuo Li, and Jiayi Ma*. "Appearance-based Loop Closure Detection via Bidirectional Manifold Representation Consensus", in Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), pp. 6811-6817, May 2021.
Xinyu Ye and Jiayi Ma*. "Visual Place Recognition via Local Affine Preserving Matching", in Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), pp. 12954-12960, May 2021.
Jiayi Ma, Linfeng Tang, Meilong Xu, Hao Zhang, and Guobao Xiao. "STDFusionNet: An Infrared and Visible Image Fusion Network Based on Salient Target Detection", IEEE Transactions on Instrumentation and Measurement, 70, pp. 5009513, May 2021.
Chengli Peng, Tian Tian, Chen Chen, Xiaojie Guo, and Jiayi Ma*. "Bilateral attention decoder: A lightweight decoder for real-time semantic segmentation", Neural Networks, 137, pp. 188-199, May 2021.
Han Xu, Jiayi Ma, Zhenfeng Shao, Hao Zhang, Junjun Jiang, and Xiaojie Guo, "SDPNet: A Deep Network for Pan-sharpening with Enhanced Information Representation", IEEE Transactions on Geoscience and Remote Sensing, 59(5), pp. 4120-4134, May 2021 (code).
Peng Gao, Tian Tian, Linfeng Li, Jiayi Ma, and Jinwen Tian. "DE-CycleGAN: An Object Enhancement Network for Weak Vehicle Detection in Satellite Images", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14, pp. 3403-3414, Apr. 2021.
Yonghua Zhang, Xiaojie Guo, Jiayi Ma, Wei Liu, and Jiawan Zhang. "Beyond Brightening Low-light Images", International Journal of Computer Vision, 129(4), pp. 1013-1037, Apr. 2021.
Jilei Hou, Dazhi Zhang, Wei Wu, Jiayi Ma, and Huabing Zhou. "A Generative Adversarial Network for Infrared and Visible Image Fusion Based on Semantic Segmentation", Entropy, 23(3), pp. 376, Mar. 2021.
Jiayi Ma, Zhuliang Le, Xin Tian, and Junjun Jiang. "SMFuse: Multi-focus Image Fusion via Self-supervised Mask-optimization", IEEE Transactions on Computational Imaging, 7, pp. 309-320, Mar. 2021.
Yansheng Li, Jiayi Ma*, and Yongjun Zhang. "Image retrieval from remote sensing big data: A Survey", Information Fusion, 67, pp. 94-115, Mar. 2021.
Junjun Jiang, Qing Ma, Xingyu Jiang, and Jiayi Ma. "Ranking list preservation for feature matching", Pattern Recognition, 111, pp. 107665, Mar. 2021.
Han Xu, Xinya Wang, and Jiayi Ma*. "DRF: Disentangled Representation for Visible and Infrared Image Fusion", IEEE Transactions on Instrumentation and Measurement, 70, pp. 5006713, Feb. 2021.
Huabing Zhou, Jilei Hou, Wei Wu, Yanduo Zhang, Yuntao Wu, and Jiayi Ma*. "Infrared and Visible Image Fusion Based on Semantic Segmentation", Journal of Computer Research and Development (计算机研究与发展，CCF A类中文期刊), 58(2), pp. 436-443, Feb. 2021.
Hao Zhang and Jiayi Ma*. "GTP-PNet: A residual learning network based on gradient transformation prior for pansharpening", ISPRS Journal of Photogrammetry and Remote Sensing, 172, pp. 223-239, Feb. 2021 (code).
Qingyu Song, Changan Wang, Yabiao Wang, Ying Tai, Chengjie Wang, Jilin Li, Jian Wu, and Jiayi Ma. "To Choose or to Fuse? Scale Selection for Crowd Counting", in Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI), pp. 2576-2583, Feb. 2021.
Yuanshu Zhang, Yong Ma, Xiaobing Dai, Hao Li, Xiaoguang Mei, and Jiayi Ma. "Locality-constrained Sparse Representation for Hyperspectral Image Classification", Information Sciences, 546, pp. 858-870, Feb. 2021.
Hao Zhang, Zhuliang Le, Zhenfeng Shao, Han Xu, and Jiayi Ma. "MFF-GAN: An unsupervised generative adversarial network with adaptive and gradient joint constraints for multi-focus image fusion", Information Fusion, 66, pp. 40-53, Feb. 2021 (code).
Xingyu Jiang, Jiayi Ma*, Aoxiang Fan, Haiping Xu, Geng Lin, Tao Lu, and Xin Tian. "Robust Feature Matching for Remote Sensing Image Registration via Linear Adaptive Filtering", IEEE Transactions on Geoscience and Remote Sensing, 59(2), pp. 1577-1591, Feb. 2021.
Jiayi Ma, Hao Zhang, Zhenfeng Shao, Pengwei Liang, and Han Xu. "GANMcC: A Generative Adversarial Network with Multiclassification Constraints for Infrared and Visible Image Fusion", IEEE Transactions on Instrumentation and Measurement, 70, pp. 5005014, Jan. 2021 (code).
Jiayi Ma, Xingyu Jiang, Aoxiang Fan, Junjun Jiang, and Junchi Yan. "Image Matching from Handcrafted to Deep Features: A Survey", International Journal of Computer Vision, 129(1), pp. 23-79, Jan. 2021.
2020
Yi, Zhou, Jiayi Ma, and Jun Huang. "Infrared and Visible Image Fusion based on Mutually Guided Filtering and Saliency Map", Remote Sensing Technology and Application (遥感技术与应用，中文期刊), 35(6), pp. 1404-1413, Dec. 2020.
Weijian Ruan, Chao Liang, Yi Yu, Zheng Wang, Wu Liu, Jun Chen, and Jiayi Ma. "Correlation Discrepancy Insight Network for Video Re-identification", ACM Transactions on Multimedia Computing Communications and Applications, 16(4), pp. 120, Dec. 2020.
Chengli Peng and Jiayi Ma*. "Semantic segmentation using stride spatial pyramid pooling and dual attention decoder", Pattern Recognition, 107, pp. 107498, Nov. 2020.
Junjun Jiang, Yi Yu, Zheng Wang, Suhua Tang, Ruimin Hu, and Jiayi Ma*. "Ensemble Super-Resolution with A Reference Dataset", IEEE Transactions on Cybernetics, 50(11), pp. 4694-4708, Nov. 2020.
Hao Zhang, Jiayi Ma, Chen Chen, and Xin Tian. "NDVI-Net: A fusion network for generating high-resolution normalized difference vegetation index in remote sensing", ISPRS Journal of Photogrammetry and Remote Sensing, 168, pp. 182-196, Oct. 2020.
Zhuliang Le, Jun Huang, Fan Fan, Xin Tian, and Jiayi Ma. "A Generative Adversarial Network for Medical Image Fusion", in Proceedings of the IEEE International Conference on Image Processing (ICIP), pp. 370-374, Oct. 2020.
Jiayi Ma, Wei Yu, Chen Chen, Pengwei Liang, Xiaojie Guo, and Junjun Jiang. "Pan-GAN: An unsupervised pan-sharpening method for remote sensing image fusion", Information Fusion, 62, pp. 110-120, Oct. 2020 (code).
Jiayi Ma, Hao Zhang, Peng Yi, and Zhongyuan Wang. "SCSCN: A Separated Channel-Spatial Convolution Net with Attention for Single-view Reconstruction", IEEE Transactions on Industrial Electronics, 67(10), pp. 8649-8658, Oct. 2020 (code).
Guobao Xiao, Jiayi Ma*, Shiping Wang, and Changwen Chen. "Deterministic Model Fitting by Local-neighbor Preservation and Global-residual Optimization", IEEE Transactions on Image Processing, 29, pp. 8988-9001, Sept. 2020.
Yang Wang, Xiaoguang Mei, Yong Ma, Jun Huang, Fan Fan, and Jiayi Ma. "Learning to find reliable correspondences with local neighborhood consensus", Neurocomputing, 406, pp. 150-158, Sept. 2020.
Aoxiang Fan, Xingyu Jiang, Yang Wang, Junjun Jiang, and Jiayi Ma*. "Geometric Estimation via Robust Subspace Recovery", in Proceedings of the European Conference on Computer Vision (ECCV), pp. 462-478, Aug. 2020.
Jiayi Ma and Yi Zhou. "Infrared and visible image fusion via gradientlet filter", Computer Vision and Image Understanding, 197-198, pp. 103016, Aug. 2020 (code).
Peng Yi, Zhongyuan Wang, Kui Jiang, Zhenfeng Shao, and Jiayi Ma. "Multi-Temporal Ultra Dense Memory Network For Video Super-Resolution", IEEE Transactions on Circuits and Systems for Video Technology, 30(8), pp. 2503-2516, Aug. 2020 (code).
Xin Tian, Yuerong Chen, Changcai Yang, Xun Gao, and Jiayi Ma. "A Variational Pansharpening Method Based on Gradient Sparse Representation", IEEE Signal Processing Letters, 27, pp. 1180-1184, Jul. 2020.
Han Xu, Jiayi Ma*, and Xiao-Ping Zhang. "MEF-GAN: Multi-exposure Image Fusion via Generative Adversarial Networks", IEEE Transactions on Image Processing, 29, pp. 7203-7216, Jul. 2020 (code).
Junjun Jiang, He Sun, Xianming Liu, and Jiayi Ma. "Learning Spatial-Spectral Prior for Super-Resolution of Hyperspectral Imagery", IEEE Transactions on Computational Imaging, 6, pp. 1082-1096, Jul. 2020.
Jiayi Ma, Xinya Wang, and Junjun Jiang. "Image Super-Resolution via Dense Discriminative Network", IEEE Transactions on Industrial Electronics, 67(7), pp. 5687-5695, Jul. 2020 (code).
Yuan Gao, Haoping Bai, Zequn Jie, Jiayi Ma, Kui Jia, and Wei Liu. "MTL-NAS: Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task Learning", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 11543-11552, Jun. 2020.
Kui Jiang, Zhongyuan Wang, Peng Yi, Chen Chen, Baojin Huang, Yimin Luo, Jiayi Ma, and Junjun Jiang. "Multi-Scale Progressive Fusion Network for Single Image Deraining", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 8346-8355, Jun. 2020.
Ji Zhao, Laurent Kneip, Yijia He, and Jiayi Ma. "Minimal Case Relative Pose Computation using Ray-Point-Ray Features", IEEE Transactions on Pattern Analysis and Machine Intelligence, 42(5), pp. 1176-1190, May 2020.
Erting Pan, Xiaoguang Mei, Quande Wang, Yong Ma, and Jiayi Ma. "Spectral-spatial classification for hyperspectral image based on a single GRU", Neurocomputing, 387, pp. 150-160, Apr. 2020.
Huabing Zhou, Jiayi Ma*, Chiu C. Tan, Yanduo Zhang, and Haibin Ling. "Cross-Weather Image Alignment via Latent Generative Model with Intensity Consistency", IEEE Transactions on Image Processing, 29, pp. 5216-5228, Mar. 2020.
Jiayi Ma, Han Xu, Junjun Jiang, Xiaoguang Mei, and Xiao-Ping Zhang. "DDcGAN: A Dual-discriminator Conditional Generative Adversarial Network for Multi-resolution Image Fusion", IEEE Transactions on Image Processing, 29, pp. 4980-4995, Mar. 2020 (code).
Xiaojie Guo, Yu Li, Jiayi Ma, and Haibin Ling. "Mutually Guided Image Filtering", IEEE Transactions on Pattern Analysis and Machine Intelligence, 42(3), pp. 694-707, Mar. 2020.
Han Xu, Jiayi Ma*, Zhuliang Le, Junjun Jiang, and Xiaojie Guo. "FusionDN: A Unified Densely Connected Network for Image Fusion", in Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI), pp. 12484-12491, Feb. 2020 (code).
Hao Zhang, Han Xu, Yang Xiao, Xiaojie Guo, and Jiayi Ma*. "Rethinking the Image Fusion: A Fast Unified Image Fusion Network based on Proportional Maintenance of Gradient and Intensity", in Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI), pp. 12797-12804, Feb. 2020 (code).
Chang Li, Yu Liu, Juan Cheng, Rencheng Song, Jiayi Ma, Chenhong Sui, and Xun Chen. "Sparse unmixing of hyperspectral data with bandwise model", Information Sciences, 512, pp. 1424-1441, Feb. 2020.
Jiayi Ma, Pengwei Liang, Wei Yu, Chen Chen, Xiaojie Guo, Jia Wu, and Junjun Jiang. "Infrared and visible image fusion via detail preserving adversarial learning", Information Fusion, 54, pp. 85-98, Feb. 2020 (code).
Jun Chen, Xuejiao Li, Linbo Luo, Xiaoguang Mei, and Jiayi Ma*. "Infrared and visible image fusion based on target-enhanced multiscale transform decomposition", Information Sciences, 508, pp. 64-78, Jan. 2020 (code).
Xingyu Jiang, Jiayi Ma*, Junjun Jiang, and Xiaojie Guo. "Robust Feature Matching Using Spatial Clustering with Heavy Outliers", IEEE Transactions on Image Processing, 29, pp. 736-746, Jan. 2020 (code).
Junjun Jiang, Yi Yu, Suhua Tang, Jiayi Ma, Akiko Aizawa, and Kiyoharu Aizawa. "Context-Patch Face Hallucination Based on Thresholding Locality-Constrained Representation and Reproducing Learning", IEEE Transactions on Cybernetics, 50(1), pp. 324-337, Jan. 2020 (Code).
2019
Jiayi Ma, Xinya Wang, Yijia He, Xiaoguang Mei, and Ji Zhao. "Line-Based Stereo SLAM by Junction Matching and Vanishing Point Alignment", IEEE Access, 7, pp. 181800-181811, Dec. 2019.
Jiayi Ma, Jia Wu, Ji Zhao, Junjun Jiang, Huabing Zhou, and Quan Z. Sheng. "Nonrigid Point Set Registration with Robust Transformation Learning under Manifold Regularization", IEEE Transactions on Neural Networks and Learning Systems, 30(12), pp. 3584-3597, Dec. 2019 (Code).
Yong Ma, Yuanshu Zhang, Xiaoguang Mei, Xiaobing Dai, and Jiayi Ma. "Multifeature Based Discriminative Label Consistent K-SVD for Hyperspectral Image Classification", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 12(12), pp. 1939-1404, Dec. 2019.
Peng Yi, Zhongyuan Wang, Kui Jiang, Junjun Jiang, and Jiayi Ma. "Progressive Fusion Video Super-Resolution Network via Exploiting Non-Local Spatio-Temporal Correlations", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 3016-3115, Oct. 2019 (Oral, Acceptance rate: 4.3%) (code).
Zhi Yang, Wei Yu, Pengwei Liang, Hanqi Guo, Likun Xia, Feng Zhang, Yong Ma, and Jiayi Ma*. "Deep Transfer Learning for Military Object Recognition under Small Training Set Condition", Neural Computing and Applications, 31(10), pp. 6469-6478, Oct. 2019.
Xingyu Jiang, Junjun Jiang, Aoxiang Fan, Zhongyuan Wang, and Jiayi Ma*. "Multi-scale Locality and Rank Preservation for Robust Feature Matching of Remote Sensing Images", IEEE Transactions on Geoscience and Remote Sensing, 57(9), pp. 6462-6472, Sept. 2019.
Han Xu, Pengwei Liang, Wei Yu, Junjun Jiang, and Jiayi Ma*. "Learning a Generative Model for Fusing Infrared and Visible Images via Conditional Generative Adversarial Network with Dual Discriminators", in Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), pp. 3954-3960, Aug. 2019 (Oral) (code).
Jiayi Ma, Xingyu Jiang, Junjun Jiang, and Yuan Gao. "Feature-guided Gaussian mixture model for image matching", Pattern Recognition, 92, pp. 231-245, Aug. 2019.
Jiayi Ma, Xingyu Jiang, Junjun Jiang, Ji Zhao, and Xiaojie Guo. "LMR: Learning A Two-class Classifier for Mismatch Removal", IEEE Transactions on Image Processing, 28(8), pp. 4045-4059, Aug. 2019 (Code).
Jiayi Ma, Wei Yu, Pengwei Liang, Chang Li, and Junjun Jiang. "FusionGAN: A generative adversarial network for infrared and visible image fusion", Information Fusion, 48, pp. 11-26, Aug. 2019 (Code).
Erting Pan, Yong Ma, Xiaoguang Mei, Xiaobing Dai, Fan Fan, Xin Tian, and Jiayi Ma. "Spectral-spatial classification of hyperspectral image based on a joint attention network", in Proceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 413-416, Jul. 2019 (Oral).
Erting Pan, Yong Ma, Xiaobing Dai, Fan Fan, Jun Huang, Xiaoguang Mei, and Jiayi Ma. "GRU with Spatial Prior for Hyperspectral Image Classification", in Proceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 967-970, Jul. 2019 (Oral).
Li Peng, Yanduo Zhang, Huabing Zhou, Junjun Jiang, and Jiayi Ma. "A non-parametric depth modification model for registration between color and depth images", Multidimensional Systems and Signal Processing, 30(3), pp. 1129-1148, Jul. 2019.
Yuan Gao, Jiayi Ma, Mingbo Zhao, Wei Liu, and Alan Yuille. "NDDR-CNN: Layerwise Feature Fusing in Multi-Task CNNs by Neural Discriminative Dimensionality Reduction", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3205-3214, Jun. 2019 (code).
Xingyu Jiang, Jiayi Ma*, and Jun Chen. "Progressive Filtering for Feature Matching", in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 2217-2221, May 2019.
Xinya Wang, Jiayi Ma*, and Junjun Jiang. "Image Super-Resolution via Deep Aggregation Network", in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 1747-1751, May 2019 (Oral).
Zhongyuan Wang, Peng Yi, Kui Jiang, Junjun Jiang, Zhen Han, Tao Lu, and Jiayi Ma*. "Multi-Memory Convolutional Neural Network for Video Super-Resolution", IEEE Transactions on Image Processing, 28(5), pp. 2530-2544, May 2019 (code).
Junjun Jiang, Jiayi Ma*, Suhua Tang, Yi Yu, and Kiyoharu Aizawa. "Face Hallucination through Differential Evolution Parameter Map Learning with Facial Structure Prior", Information Sciences, 481, pp. 174-188, May 2019.
Jiayi Ma, Ji Zhao, Junjun Jiang, Huabing Zhou, and Xiaojie Guo. "Locality Preserving Matching", International Journal of Computer Vision, 127(5), pp. 512-531, May 2019 (Code).
Xiaoguang Mei, Erting Pan, Yong Ma, Xiaobing Dai, Jun Huang, Fan Fan, Qinglei Du, Hong Zheng, and Jiayi Ma. "Spectral-Spatial Attention Networks for Hyperspectral Image Classification", Remote Sensing, 11(8), p. 963, Apr. 2019.
Jiahao Wang, Jun Chen, Huihui Xu, Shuaibin Zhang, Xiaoguang Mei, Jun Huang, and Jiayi Ma. "Gaussian Field Estimator with Manifold Regularization for Retinal Image Registration", Signal Processing, 157, pp. 225-235, Apr. 2019.
Junjun Jiang, Jiayi Ma*, Zheng Wang, Chen Chen, and Xianming Liu. "Hyperspectral Image Classification in the Presence of Noisy Labels", IEEE Transactions on Geoscience and Remote Sensing, 57(2), pp. 851-865, Feb. 2019 (Code).
Junjun Jiang, Yi Yu, Zheng Wang, Xianming Liu, and Jiayi Ma. "Graph-Regularized Locality-Constrained Joint Dictionary and Residual Learning for Face Sketch Synthesis", IEEE Transactions on Image Processing, 28(2), pp. 628-641, Feb. 2019 (Code).
Jiayi Ma, Yong Ma, and Chang Li. "Infrared and visible image fusion methods and applications: A survey", Information Fusion, 45, pp. 153-178, Jan. 2019 (Invited Paper).
2018
Huabing Zhou, Yuyu Kuang, Zhenghong Yu, Shiqiang Ren, Yanduo Zhang, Tao Lu, and Jiayi Ma. "Image Deformation with Vector-field Interpolation based on MRLS-TPS", IEEE Access, 6, pp. 75886-75898, Dec. 2018.
Tao Lu, Jiaming Wang, Huabing Zhou, Junjun Jiang, Jiayi Ma, and Zhongyuan Wang. "Rectangular-Normalized Superpixel Entropy Index for Image Quality Assessment", Entropy, 20(12), pp. 947, Dec. 2018.
Yansheng Li, Yongjun Zhang, Xin Huang, and Jiayi Ma. "Learning Source-Invariant Deep Hashing Convolutional Neural Networks for Cross-Source Remote Sensing Image Retrieval", IEEE Transactions on Geoscience and Remote Sensing, 56(11), pp. 6521-6536, Nov. 2018.
Qing Ma, Xu Du, Jiahao Wang, Yong Ma, and Jiayi Ma*. "Robust Feature Matching via Gaussian Field Criterion for Remote Sensing Image Registration", Journal of Real-Time Image Processing, 15(3), pp. 523-536, Oct. 2018.
Haiyan Fan, Chang Li, Yulan Guo, Gangyao Kuang, and Jiayi Ma. "Spatial-Spectral Total Variation Regularized Low-Rank Tensor Decomposition for Hyperspectral Image Denoising", IEEE Transactions on Geoscience and Remote Sensing, 56(10), pp. 6196-6213, Oct. 2018.
Junjun Jiang, Jiayi Ma*, Chen Chen, Zhongyuan Wang, and Lizhe Wang. "SuperPCA: A Superpixelwise Principal Component Analysis Approach for Unsupervised Feature Extraction of Hyperspectral Imagery", IEEE Transactions on Geoscience and Remote Sensing, 56(8), pp. 4581-4593, Aug. 2018 (Code).
Jiayi Ma, Junjun Jiang, Huabing Zhou, Ji Zhao, and Xiaojie Guo. "Guided Locality Preserving Feature Matching for Remote Sensing Image Registration", IEEE Transactions on Geoscience and Remote Sensing, 56(8), pp. 4435-4447, Aug. 2018 (Code).
Junjun Jiang, Yi Yu, Jinhui Hu, Suhua Tang, and Jiayi Ma. "Deep CNN Denoiser and Multi-layer Neighbor Component Embedding for Face Hallucination", in Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), pp. 771-778, Aug. 2018 (Oral) (Code).
Jiayi Ma, Ji Zhao, Junjun Jiang, Huabing Zhou, Yu Zhou, Zheng Wang, and Xiaojie Guo. "Visual Homing via Guided Locality Preserving Matching", in Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), pp. 7254-7261, May 2018 (Oral) (Code).
Junjun Jiang, Qing Ma, Tao Lu, Zhongyuan Wang, and Jiayi Ma. "Feature Matching based on Top K Rank Similarity", in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 2316-2320, Apr. 2018 (Oral).
Junjun Jiang, Yi Yu, Zheng Wang, and Jiayi Ma. "Residual Learning for Face Sketch Synthesis", in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 1952-1956, Apr. 2018 (Oral).
Yong Ma, Chang Li, Hao Li, Xiaoguang Mei, and Jiayi Ma. "Hyperspectral Image Classification with Discriminative Kernel Collaborative Representation and Tikhonov Regularization", IEEE Geoscience and Remote Sensing Letters, 15(4), pp. 587-591, Apr. 2018.
Tian Tian, Chang Li, Jinkang Xu, and Jiayi Ma*. "Urban Area Detection in Very High Resolution Remote Sensing Images Using Deep Convolutional Neural Networks", Sensors, 18(3), pp. 904, Mar. 2018.
Zhe Liu, Yong Ma, Fan Fan, and Jiayi Ma. "Nonuniformity Correction based on Adaptive Sparse Representation using Joint Local and Global Constraints based Learning Rate", IEEE Access, 6, pp. 10822-10839, Mar. 2018.
Yansheng Li, Yongjun Zhang, Xin Huang, Hu Zhu, and Jiayi Ma. "Large-Scale Remote Sensing Image Retrieval by Deep Hashing Neural Networks", IEEE Transactions on Geoscience and Remote Sensing, 56(2), pp. 950-965, Feb. 2018.
Xiaoguang Mei, Yong Ma, Chang Li, Fan Fan, Jun Huang, and Jiayi Ma. "Robust GBM Hyperspectral Image Unmixing with Superpixel Segmentation based Low Rank and Sparse Representation", Neurocomputing, 275, pp. 2783-2797, Jan. 2018.
2017
Chang Li, Yong Ma, Xiaoguang Mei, Fan Fan, Jun Huang, and Jiayi Ma. "Sparse Unmixing of Hyperspectral Data with Noise Level Estimation", Remote Sensing, 9(11), pp. 1166, Nov. 2017.
Junjun Jiang, Jiayi Ma*, Chen Chen, Xinwei Jiang, and Zheng Wang. "Noise Robust Face Image Super-resolution through Smooth Sparse Representation", IEEE Transactions on Cybernetics, 47(11), pp. 3991-4002, Nov. 2017 (Code).
Hanqi Guo, Yong Ma, Xiaoguang Mei, and Jiayi Ma. "Infrared and Visible Image Fusion Based on Total Variation and Augmented Lagrangian", JOSA A, 34(11), pp. 1961-1968, Nov. 2017 (Editors' Pick).
Jiayi Ma, Junjun Jiang, Chengyin Liu, and Yansheng Li. "Feature Guided Gaussian Mixture Model with Semi-Supervised EM and Local Geometric Constraint for Retinal Image Registration", Information Sciences, 417, pp. 128-142, Nov. 2017.
Yong Ma, Jiahao Wang, Huihui Xu, Shuaibin Zhang, Xiaoguang Mei, and Jiayi Ma*. "Robust Image Feature Matching via Progressive Sparse Spatial Consensus", IEEE Access, 5, pp. 24568-24579, Nov. 2017.
Jiayi Ma and Ji Zhao. "Robust Topological Navigation via Convolutional Neural Network Feature and Sharpness Measure", IEEE Access, 5, pp. 20707-20715, Oct. 2017.
Xiaojie Guo, Yu Li, and Jiayi Ma. "Mutually Guided Image Filtering", in Proceedings of the ACM International Conference on Multimedia (ACM MM), pp. 1283-1290, Oct. 2017 (Full Paper).
Zheng Wang, Ruimin Hu, Yi Yu, Junjun Jiang, Jiayi Ma, and Shin'Ichi Satoh. "Statistical Inference of Gaussian-Laplace Distribution for Person Verification", in Proceedings of the ACM International Conference on Multimedia (ACM MM), pp. 1609-1617, Oct. 2017 (Full Paper).
Ji Zhao and Jiayi Ma*. "Visual Homing by Robust Interpolation for Sparse Motion Flow", in Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 1282-1288, Sept. 2017 (Oral).
Huabing Zhou, Yuyu Kuang, Zhenghong Yu, Shiqiang Ren, Anna Dai, Yanduo Zhang, and Jiayi Ma. "Non-Rigid Image Deformation Algorithm Based on MRLS-TPS", in Proceedings of the IEEE International Conference on Image Processing (ICIP), pp. 2269-2273, Sept. 2017.
Jiayi Ma, Ji Zhao, Hanqi Guo, Junjun Jiang, Huabing Zhou, and Yuan Gao. "Locality Preserving Matching", in Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), pp. 4492-4498, Aug. 2017 (Oral) (Code).
Fan Fan, Yong Ma, Chang Li, Xiaoguang Mei, Jun Huang, and Jiayi Ma*. "Hyperspectral Image Denoising with Superpixel Segmentation and Low-Rank Representation", Information Sciences, 397, pp. 48-68, Aug. 2017.
Junjun Jiang, Yi Yu, Suhua Tang, Jiayi Ma, Guojun Qi, and Akiko Aizawa. "Context-Patch based Face Hallucination via Thresholding Locality-Constrained Representation and Reproducing Learning", in Proceedings of the IEEE International Conference on Multimedia and Expo (ICME), pp. 469-474, Jul. 2017 (Oral, Finalist of the World's FIRST 10K Best Paper Award) (Code).
Li Peng, Yanduo Zhang, Huabing Zhou, Deng Chen, Zhenghong Yu, Junjun Jiang, and Jiayi Ma. "A Unified Model for Improving Depth Accuracy in Kinect Sensor", in Proceedings of the IEEE International Conference on Multimedia and Expo (ICME), pp. 223-228, Jul. 2017 (Oral).
Huabing Zhou, Jiayi Ma*, Yanduo Zhang, Zhenghong Yu, Shiqiang Ren, and Deng Chen. "Feature Guided Non-Rigid Image/Surface Deformation via Moving Least Squares with Manifold Regularization", in Proceedings of the IEEE International Conference on Multimedia and Expo (ICME), pp. 1063-1068, Jul. 2017.
Yuan Gao, Jiayi Ma*, and Alan L. Yuille. "Semi-Supervised Sparse Representation Based Classification for Face Recognition with Insufficient Labeled Samples", IEEE Transactions on Image Processing, 26(5), pp. 2545-2560, May 2017 (Code).
Junjun Jiang, Chen Chen, Yi Yu, Xinwei Jiang, and Jiayi Ma. "Spatial-Aware Collaborative Representation for Hyperspectral Remote Sensing Image Classification", IEEE Geoscience and Remote Sensing Letters, 14(3), pp. 404-408, Mar. 2017 (Code).
Yong Ma, Chang Li, Xiaoguang Mei, Chengyin Liu, and Jiayi Ma. "Robust Sparse Hyperspectral Unmixing with l2,1 Norm", IEEE Transactions on Geoscience and Remote Sensing, 55(3), pp. 1227-1239, Mar. 2017.
Jiayi Ma, Ji Zhao, Junjun Jiang, and Huabing Zhou. "Non-Rigid Point Set Registration with Robust Transformation Estimation under Manifold Regularization", in Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence (AAAI), pp. 4218-4224, Feb. 2017 (Oral) (Code).
Junjun Jiang, Chen Chen, Jiayi Ma*, Zheng Wang, Zhongyuan Wang, and Ruimin Hu. "SRLSP: A Face Image Super-Resolution Algorithm Using Smooth Regression with Local Structure Prior", IEEE Transactions on Multimedia, 19(1), pp. 27-40, Jan. 2017 (Code).
Junjun Jiang, Xiang Ma, Chen Chen, Tao Lu, Zhongyuan Wang, and Jiayi Ma. "Single Image Super-Resolution via Locally Regularized Anchored Neighborhood Regression and Nonlocal Means", IEEE Transactions on Multimedia, 19(1), pp. 15-26, Jan. 2017 (Code).
2016
Ya Lu, Ji Zhao, and Jiayi Ma. "Object Localization by Density-based Spatial Clustering", in Proceedings of the IEEE International Conference on Visual Communications and Image Processing (VCIP), Nov. 2016 (Oral).
Chang Li, Yong Ma, Yuan Gao, Zhongyuan Wang, and Jiayi Ma. "Sparse Unmixing of Hyperspectral Data based on Robust Linear Mixing Model", in Proceedings of the IEEE International Conference on Visual Communications and Image Processing (VCIP), Nov. 2016 (Oral).
Junjun Jiang, Jiayi Ma, Chen Chen, Zhongyuan Wang, and Tao Lu. "Smooth Sparse Representation for Noise Robust Face Super-Resolution", in Proceedings of the IEEE International Conference on Visual Communications and Image Processing (VCIP), Nov. 2016 (Oral).
Jiayi Ma, Junjun Jiang, and Chang Li. "Hyperspectral Image Denoising with Segmentation-based Low Rank Representation", in Proceedings of the IEEE International Conference on Visual Communications and Image Processing (VCIP), Nov. 2016.
Jiayi Ma, Junjun Jiang, Jun Chen, Chengyin Liu, and Chang Li. "Multimodal Retinal Image Registration Using Edge Map and Feature Guided Gaussian Mixture Model", in Proceedings of the IEEE International Conference on Visual Communications and Image Processing (VCIP), Nov. 2016 (Oral).
Yansheng Li, Yongjun Zhang, Jin-Gang Yu, Yihua Tan, Jinwen Tian, and Jiayi Ma. "A novel spatio-temporal saliency approach for robust dim moving target detection from airborne infrared image sequences", Information Sciences, 369, pp. 548-563, Nov. 2016.
Sheng Sun, Renfeng Liu, Changcai Yang, Huabing Zhou, Ji Zhao, and Jiayi Ma. "A Comparative Study on the Speckle Filters for the Very High Resolution Polarimetric Synthetic Aperture Radar Imagery", Journal of Applied Remote Sensing, 10(4), pp. 045014, Nov. 2016.
Jun Chen, Yong Wang, Linbo Luo, Jin-Gang Yu, and Jiayi Ma. "Image Retrieval based on Image-to-Class Similarity", Pattern Recognition Letters, 83, pp. 379-387, Nov. 2016.
Jiayi Ma, Chang Li, Yong Ma, and Zhongyuan Wang. "Hyperspectral Image Denoising Based on Low-Rank Representation and Superpixel Segmentation", in Proceedings of IEEE International Conference on Image Processing (ICIP), pp. 3086-3090, Sept. 2016.
Jiayi Ma, Chen Chen, Chang Li, and Jun Huang. "Infrared and visible image fusion via gradient transfer and total variation minimization", Information Fusion, 31, pp. 100-109, Sept. 2016 (PDF) (Code).
Junjun Jiang, Ruimin Hu, Zhongyuan Wang, Zhen Han, and Jiayi Ma. "Facial Image Hallucination through Coupled-Layer Neighbor Embedding", IEEE Transactions on Circuits and Systems for Video Technology, 26(9), pp. 1674-1684, Sept. 2016.
Yong Ma, Jun Chen, Chen Chen, Fan Fan, and Jiayi Ma. "Infrared and Visible Image Fusion Using Total Variation Model", Neurocomputing, 202, pp. 12-19, Aug. 2016.
Jiayi Ma, Jun Chen, and Yong Ma. "Registration of Remote Sensing Images with Non-Rigid Distortions", in Proceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 2795-2798, Jul. 2016.
Yong Ma, Chang Li, and Jiayi Ma. "Robust Sparse Unmixing of Hyperspectral Data", in Proceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 6193-6196, Jul. 2016.
Jiayi Ma, Junjun Jiang, Yuan Gao, Jun Chen, and Chengyin Liu. "Robust Image Matching via Feature Guided Gaussian Mixture Model", in Proceedings of the IEEE International Conference on Multimedia and Expo (ICME), pp. 1-6, Jul. 2016 (Oral, Acceptance rate: 15%).
Chang Li, Yong Ma, Xiaoguang Mei, Chengyin Liu, and Jiayi Ma. "Hyperspectral Unmixing with Robust Collaborative Sparse Regression", Remote Sensing, 8(7), pp. 588, Jul. 2016.
Chang Li, Yong Ma, Jun Huang, Xiaoguang Mei, Chengyin Liu, and Jiayi Ma. "GBM-Based Unmixing of Hyperspectral Data Using Bound Projected Optimal Gradient Method", IEEE Geoscience and Remote Sensing Letters, 13(7), pp. 952-956, Jul. 2016.
Jun Chen, Linbo Luo, Chengyin Liu, Jin-Gang Yu, and Jiayi Ma. "Nonrigid Registration of Remote Sensing Images via Sparse and Dense Feature Matching", JOSA A, 33(7), pp. 1313-1322, Jul. 2016.
Chengyin Liu, Jiayi Ma*, Yong Ma, and Jun Huang. "Retinal Image Registration via Feature-Guided Gaussian Mixture Model", JOSA A, 33(7), pp. 1267-1276, Jul. 2016.
Chang Li, Yong Ma, Xiaoguang Mei, Chengyin Liu, and Jiayi Ma. "Hyperspectral Image Classification with Robust Sparse Representation", IEEE Geoscience and Remote Sensing Letters, 13(5), pp. 641-645, May 2016.
Zhe Liu, Yong Ma, Jun Huang, Fan Fan, and Jiayi Ma. "A Registration Based Nonuniformity Correction Algorithm for Infrared Line Scanner", Infrared Physics & Technology, 76, pp. 667-675, May 2016.
Ke Shang, Xiao Sun, Jinwen Tian, Yansheng Li, and Jiayi Ma. "Infrared small target detection via line-based reconstruction and entropy-induced suppression", Infrared Physics & Technology, 76, pp. 75-81, May 2016.
Jinhui Han, Yong Ma, Jun Huang, Xiaoguang Mei, and Jiayi Ma. "An Infrared Small Target Detecting Algorithm Based on Human Visual System", IEEE Geoscience and Remote Sensing Letters, 13(3), pp. 452-456, Mar. 2016.
Huabing Zhou, Jiayi Ma*, Changcai Yang, Sheng Sun, Renfeng Liu, and Ji Zhao. "Non-Rigid Feature Matching for Remote Sensing Images via Probabilistic Inference with Global and Local Regularizations", IEEE Geoscience and Remote Sensing Letters, 13(3), pp. 374-378, Mar. 2016.
Jiayi Ma, Ji Zhao, and Alan L. Yuille. "Non-Rigid Point Set Registration by Preserving Global and Local Structures", IEEE Transactions on Image Processing, 25(1), pp. 53-64, Jan. 2016 (Code).
2015
Ji Zhao, Deyu Meng, and Jiayi Ma. "Density-Based Region Search with Arbitrary Shape for Object Localization", IET Computer Vision, 9(6), pp. 943-949, Dec. 2015.
Jiayi Ma, Huabing Zhou, Ji Zhao, Yuan Gao, Junjun Jiang, and Jinwen Tian. "Robust Feature Matching for Remote Sensing Image Registration via Locally Linear Transforming", IEEE Transactions on Geoscience and Remote Sensing, 53(12), pp. 6469-6481, Dec. 2015 (PDF) (Code).
Xiao Sun, Ke Shang, Delie Ming, Jinwen Tian, and Jiayi Ma. "A Biological Inspired Framework for Contour Detection Using Superpixel-Based Candidates and Hierarchical Visual Cues", Sensors, 15(10), pp. 26654-26674, Oct. 2015.
Xiaoguang Mei, Yong Ma, Fan Fan, Chang Li, Chengyin Liu, Jun Huang, and Jiayi Ma. "Infrared ultraspectral signature classification based on restricted Boltzmann machine with sparse and prior constraints", International Journal of Remote Sensing, 36(18), pp. 4724-4747, Oct. 2015.
Chang Li, Yong Ma, Jun Huang, Xiaoguang Mei, and Jiayi Ma. "Hyperspectral image denoising using the robust low-rank tensor recovery", JOSA A, 32(9), pp. 1604-1612, Sept. 2015.
Xiaoguang Mei, Yong Ma, Chang Li, Fan Fan, Jun Huang, and Jiayi Ma. "A Real-Time Infrared Ultraspectral Signature Classification Method via Spatial Pyramid Matching", Sensors, 15(7), pp. 15868-15887, Jul. 2015.
Jiayi Ma, Yong Ma, Ji Zhao, and Jinwen Tian. "Image Feature Matching via Progressive Vector Field Consensus", IEEE Signal Processing Letters, 22(6), pp. 767-771, Jun. 2015 (PDF).
Changcai Yang, Jiayi Ma*, Shengxiang Qi, Jinwen Tian, Sheng Zheng, and Xin Tian. "Directional support value of Gaussian transformation for infrared small target detection", Applied Optics, 54(9), pp. 2255-2265, Apr. 2015 (PDF).
Jiayi Ma, Weichao Qiu, Ji Zhao, Yong Ma, Alan L. Yuille, and Zhuowen Tu. "Robust L2E Estimation of Transformation for Non-Rigid Registration", IEEE Transactions on Signal Processing, 63(5), pp. 1115-1129, Mar. 2015 (PDF) (Code).
Jiayi Ma, Ji Zhao, Yong Ma, and Jinwen Tian. "Non-rigid visible and infrared face registration via regularized Gaussian fields criterion", Pattern Recognition, 48(3), pp. 772-784, Mar. 2015 (PDF) (Code).
Jun Chen, Jiayi Ma, Changcai Yang, Li Ma, and Sheng Zheng. ''Non-Rigid Point Set Registration via Coherent Spatial Mapping'', Signal Processing, 106, pp. 62-72, Jan. 2015 (PDF).
2014
Changcai Yang, Huabing Zhou, Sheng Sun, Renfeng Liu, Ji Zhao, and Jiayi Ma. "Good match exploration for infrared face recognition", Infrared Physics & Technology, 67, pp. 111-115, Nov. 2014 (PDF).
Changcai Yang, Jiayi Ma*, Meifang Zhang, Sheng Zheng, and Xin Tian. "Multiscale Facet Model for Infrared Small Target Detection", Infrared Physics & Technology, 67, pp. 202-209, Nov. 2014 (PDF).
Jun Chen, Jiayi Ma*, Changcai Yang, and Jinwen Tian. ''Mismatch removal via coherent spatial relations'', Journal of Electronic Imaging, 23(4), pp. 043012, Aug. 2014.
Xiaobai Liu, Qian Xu, Jiayi Ma, Hai Jin, and Yanduo Zhang. "MsLRR: A Unified Multiscale Low-Rank Representation for Image Segmentation", IEEE Transactions on Image Processing, 23(5), pp. 2159-2167, May 2014 (PDF).
Jiayi Ma, Ji Zhao, Jinwen Tian, Alan Yuille, and Zhuowen Tu. "Robust Point Matching via Vector Field Consensus", IEEE Transactions on Image Processing, 23(4), pp. 1706-1721, Apr. 2014 (PDF) (Code).
Jiayi Ma, Jun Chen, Delie Ming, and Jinwen Tian. "A Mixture Model for Robust Point Matching Under Multi-Layer Motion", PLoS One, 9(3), pp. e92282, Mar. 2014 (PDF).
Yuan Gao, Jiayi Ma, Ji Zhao, Jinwen Tian, and Dazhi Zhang. "A Robust and Outlier-Adaptive Method for Non-Rigid Point Registration", Pattern Analysis and Applications, 17(2), pp. 379-388, Feb. 2014 (PDF).
2013
Jiayi Ma, Ji Zhao, Jinwen Tian, Xiang Bai, and Zhuowen Tu. "Regularized Vector Field Learning with Sparse Approximation for Mismatch Removal", Pattern Recognition, 46(12), pp. 3519-3532, Dec. 2013 (PDF) (Code).
Jiayi Ma, Ji Zhao, and Jinwen Tian. "Nonrigid Image Deformation Using Moving Regularized Least Squares", IEEE Signal Processing Letters, 20(10), pp. 988-991, Oct. 2013 (PDF).
Jiayi Ma, Ji Zhao, Jinwen Tian, Zhuowen Tu, and Alan Yuille. "Robust Estimation of Nonrigid Transformation for Point Set Registration", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 2147-2154, Jun. 2013 (PDF) (Code).
Tian Tian, Ishwar Sethi, Delie Ming, Yun Zhang, and Jiayi Ma. "LIPID: Local Image Permutation Interval Descriptor", in Proceedings of the International Conference on Machine Learning and Applications (ICMLA), pp. 513-518, 2013 (Oral).
2012
Jiayi Ma, Ji Zhao, Yu Zhou, and Jinwen Tian. "Mismatch Removal via Coherent Spatial Mapping", in Proceedings of the IEEE International Conference on Image Processing (ICIP), pp. 1-4, Sept. 2012 (Oral) (PDF) (Code).
Jiayi Ma, Ji Zhao, Huabing Zhou, Changcai Yang, and Jinwen Tian. "A Robust Method for Estimating Two-View Geometry", in Proceedings of the IEEE International Conference on Image Processing (ICIP), pp. 1745-1748, Sept. 2012 (PDF).
Ji Zhao, Jiayi Ma, Jinwen Tian, Jie Ma, and Sheng Zheng. "Boundary Extraction Using Supervised Edgelet Classification", Optical Engineering, 51(1), pp. 017002, Jan. 2012.
2011
Ji Zhao, Jiayi Ma, Jinwen Tian, Jie Ma, and Dazhi Zhang. "A Robust Method for Vector Field Learning with Application to Mismatch Removing", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 2977-2984, Jun. 2011 (PDF) (Code).
Yuan Gao, Jiayi Ma, Wenjuan Jiang, and Jinwen Tian. "Obstacle detection by ground homograph estimation during autonomous navigation", in Proceedings of SPIE, pp. 80030K, 2011.
Wenjuan Jiang, Yuan Gao, Jiayi Ma, Dazhi Zhang, and Jinwen Tian. "Terrain reconstruction algorithm based on epipolar line rectification and dense matching", in Proceedings of SPIE, pp. 80041I, 2011.