Publication
Thesis & Book
Xiaohua Huang. Simulation of Design of CDMA2000 in System-View. Thesis for the degree of Bachelor of Communication Engineering, Department of Information Science and Engineering, HuaQiao University, June 2002 (In Chinese)
Xiaohua Huang. Methods for facial expression recognition with applications in challenging situations. Acta Univ Oul C 509. University of Oulu Graduate School, Faculty of Information Technology and Electrical Engineering, Department of Computer Science and Engineering, Infotech Oulu.
Pre-print version in ArXiv
Qing Zhu, Qirong Mao, Jialin Zhang, Xiaohua Huang*, Wenming Zheng. Towards a robust Group-level emotion recognition via Uncertainty-aware learning. arXiv: 2310.04306, 2023.
Ling Zhou, Mingpei Wang, Xiaohua Huang*, Wenming Zheng, Qirong Mao, Guoying Zhao. An empirical study of super-resolution on low-resolution micro-expression recognition. arXiv: 2310.10022, 2023.
Xiang Yu, Ying Qian, Zhe Geng, Xiaohua Huang, Qinglu Wang, Daiyin Zhu. EMC2A-Net: an efficient multibranch cross-channel attention network for SAR target classification. arXiv: 2207.01836, 2022.
Xiaoyu Yuan, Zhibo Zhang, Yabo Sun, Zekai Xue, Xiuyan Shao, Xiaohua Huang. A new database of Houma Alliance Book ancient handwritten characters and classifier fusion approach. arXiv: 2207.05993, 2022.
Ling Zhou, Qirong Mao, Xiaohua Huang, Feifei Zhang, Zhihong Zhang. Feature refinement: an expression-specific feature learning and fusion method for micro-expression recognition. arXiv:2101.04838, Jan, 2021.
Qirong Mao, Ling Zhou, Wenming Zheng, Xiuyan Shao, Xiaohua Huang. Region attention and graph embedding network for occlusion objective class-based micro-expression recognition. arXiv:2107.05904, July, 2021.
Yante Li, Xiaohua Huang, Guoying Zhao. Micro-expression action unit detection with spatio-temporal adaptive pooling. arXiv: 1907.05023, July, 2019.
Xiaohua Huang, Abhinav Dhall, Roland Goecke, Matti Pietikainen and Guoying Zhao. A global alignment kernel based approach for group-level happiness intensity estimation. arXiv: 1809.03313, September 2018.
Yuan Zong, Xiaohua Huang, Wenming Zheng, Zhen Cui and Guoying Zhao. Learning a targeting sample re-generator for cross-database micro-expression recognition. arXiv:1707.08645, July 2017.
Xiaohua Huang, Abhinav Dhall, Xin Liu, Guoying Zhao, Jingang Shi, Roland Goecke and Matti Pietikäinen. Analyzing the affect of a group of people using multi-modal framework. CoRR abs/1610.03640, October 2016.
Zhiyuan Zha, Xin Liu, Ziheng Zhou, Xiaohua Huang, Jingang Shi, Zhenhong Shang, Lan Tang, Yechao Bai, Qiong Wang, Xinggan Zhang. Image denoising via group sparsity residual constraint. CoRR abs/1609.03302 (2016)
Zhiyuan Zha, Xin Liu, Xiaohua Huang, Henglin Shi, Yingyue Xu, Qiong Wang, Lan Tang, Xinggan Zhang. Analyzing the group sparsity based on the rank minimization methods. CoRRabs/1611.08983 (2016)
Xiaohua Huang, Sujing Wang, Xin Liu, Guoying Zhao and Matti Pietikäinen. Spontaneous facial micro-expression recognition using discriminative spatiotemporal local binary pattern with an improved integral projection. CoRR abs/1608.02255. August 2016.
Xiaobai Li, Xiaopeng Hong, Antti Moilanen, Xiaohua Huang, Tomas Pfister, Guoying Zhao, Matti Pietikäinen. Reading hidden emotions: spontaneous micro-expression spotting and recognition. arXiv: 1511,00423v1, November 2015.
Journal & Conference (* Corresponding author)
2024
Minpei Wang, Ling Zhou*, Xiaohua Huang*, Wenming Zheng. Towards federated learning driving technology for privacy-preserving micro-expression recognition. Tsinghua Science and Technology, 2024.
Xiangtian Zheng, Xiaohua Huang, Chen Ji, Xiaolin Yang, Pengcheng Sha, Liang Cheng. Multi-modal person re-identification based on transformer relational regularization. Information Fusion, vol. 103, pp. 102128, 2024.
Dawei Yang, Yan Wang, Ran Wei, Jiapeng Guan, Xiaohua Huang, Wei Cai, Zhe Jiang. An efficient multi-task learning CNN for driver attention monitoring. Journal of Systems Architecture, vol. 148, pp. 103085, 2024.
Lixiu Jia, Lixin Jia, Jian Zhao, Lihang Feng, Xiaohua Huang. A multimodal visual fatigue assessment model based on back propagation neural network and XGBoost. Display, vol. 83, pp. 102702, 2024.
邱鹏,刘汉忠,黄晓华. 基于多策略配置的跨区域企业网络设计,《计算机应用与软件》,2024年 (Accepted)
李阳,刘迁,黄晓华*. 基于生成对抗网络的气缸套表面缺陷图像生成,《南京工程学院学报》(自然科学版),2024年(Accepted)
Yan Zhao, Xiaohua Huang, Chuangao Tang. Micro-expression recognition based on dual-stream spatiotemporal transformer. IEEE International Conference on Pattern Recognition, 2024. (Accepted)
Jinke Xu, Xiaohua Huang*. Group-level emotion recognition using hierarhical dual-branch cross transformer with semi-supervised learning. IEEE International Conference on Software Engineering and Artificial Intelligence, 2024. (Accepted)
Wenqian Jiang, Xiaohua Huang*, Xiuyan Shao, Qun Zhao, Sheng Liu. ClassRoom-crowd: a dataset for crowd counting in extreme conditions with temporal continuity and cross-domain baseline results. International Conference on AI sensors, 2024.
2023
Xiuyan Shao, Hemin Jiang, Mikko Siponen, Cong Cao, and Xiaohua Huang. "Unus pro omnibus, omnes pro uno": understanding unauthorised file sharing in online communities from a public goods contribution perspective. Internet Research, vol. 33, no. 3, pp. 1114-1133, 2023.
Lixiu Jia, Lixin Jia, Zhong Lin, Lihang Feng, Xiaohua Huang. Assessment of visual fatigue caused by stereoscopic disparity based on multimodal measurement. Displays, vol. 79, 102466, 2023.
Xiang Yu, Ying Qian, Zhe Geng, Xiaohua Huang, Qinglu Wang, Daiyin Zhu. EMC2A-Net: An Efficient Multibranch Cross-channel Attention Network for SAR Target Classification. IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-14, 2023.
Zhibo Zhang, Xiaohua Huang*, Xiaoyu Yuan, Yabo Sun. HABFD: Houma alliance book fascimiles database. International Conference on Image, Vision and Computing, pp. 717-722, 2023.
Xiaoyu Yuan, Zhibo Zhang, Yabo Sun, Zekai Xue, Xiuyan Shao, Xiaohua Huang*. A new database of Houma Alliance Book ancient handwritten characters and classifier fusion approach. International Conference on Multimedia Systems and Signal Processing, pp. 40-48, 2023.
Liuxiu Jia, Sheng Huang, Yiquan Ding, Lixin Jia, Lihang Feng, Xiaohua Huang. EEG-based comparative measurement of visual fatigue caused by stereoscopic depth perception. International Conference on Display Technology, vol. 54, no. S1, pp. 161-164, 2023.
魏金生,卢官明,彭伟,陈浩侠,黄晓华,闫静杰。 基于双支路核化群稀疏学习的微表情识别。 《南京邮电大学学报(自然科学版》,2023年01期43卷:70-79.
邱鹏,刘汉忠,黄晓华。基于混合深度神经网络的异常检测方法,《实验室研究与探索》,2023年第09期第42卷:73-77.
2022
Xiaohua Huang, Abhinav Dhall, Roland Goecke, Matti Pietikainen and Guoying Zhao. Analyzing group-level emotion with global alignment kernel approach. IEEE Transactions on Affective Computing, vol. 13, no. 2, pp. 713-728, 2022.
Ling Zhou, Qirong Mao, Xiaohua Huang*, Feifei Zhang, and Zhihong Zhang. Feature refinement: an expression-specific feature learning and fusion method for micro-expression recognition. Pattern Recognition, vol. 122, 108275, 2022.
Qirong Mao, Ling Zhou, Wenming Zheng, Xiuyan Shao, and Xiaohua Huang*. Objective Class-based Micro-expression Recognition under Partial Occlusion via Region-inspired Relation Reasoning Network. IEEE Transactions on Affective Computing, vol. 13, no. 4, pp. 1998-2016, 2022.
Muhterem Dindar, Sanna Jarvela, Sara Ahola, Xiaohua Huang, Guoying Zhao. Leader and followers identified by emotional mimicry during collaborative learning: a facial emotions recognition study. IEEE Transactions on Affective Computing, vol. 13, no. 3, pp. 1390-1400, 2022.
Qian Liu, Xiaohua Huang*, Xiuyan Shao, and Fei Hao. Industrial Cylinder Liner Defect Detection by Transformer with Block Division and Mask Mechanism. Scientific Reports, vol. 12, 10698, 2022. (data, extract code: nha3, If you use this database, please cite our paper. The user shall only use the database for scientific research, but it should not be used for commercial purpose in any form (e.g., for testing, training models which could be embedded in software or products that related to commercial plans, etc.))
黄纬,黄晓华,张源. 基于Git日志的即时软件质量分析框架[J]. 吉林大学学报(理学版),2022,60(1):135-142.
Xiaohua Huang. Group-level human affect recognition with multiple graph kernel fusion. INFORMS Conference on Service Science, pp. 127-140, 2022.
Xiaohua Huang. Anchor-free face detection in the wild with an application to facial expression recognition. International Conference on Image, Vision and Computing, pp. 256-262, 2022.
Lei Han, Zhan Shi, Shengnan Zheng, Xiaohua Huang, Mengxi Xu. Light-field depth estimation using RNN and CRF. International Conference on Image, Vision and Computing, pp. 725-2729, 2022.
2021
Yante Li, Xiaohua Huang, Guoying Zhao. Micro-expression action unit detection with spatial and channel attention. Neurocomputing, vol. 435, pp. 221-231, 2021.
Xiaohua Huang, Abhinav Dhall, Guoying Zhao, Wenming Zheng, Matti Pietikainen. Editorial for the special issue of IMAVIS on automatic face analytics for human behavior understanding. Image and Vision Computing, 104185, 2021
Lei Han, Xiaohua Huang, Zhan Shi, and Shengnan Zheng. Depth estimation from light field geometry using convolution neural networks. Sensors, vol. 21, no. 18, pp. 6061, 2021.
2020
Luoyang Xue, Qirong Mao, Xiaohua Huang, Jie Chen. NLWSNet: weakly supervised network for visual sentiment analysis in noisy-labeled web images. Frontiers of Information Technology & Electrical Engineering, vol. 21, pp. 1321-1333, 2020.
Yante Li, Xiaohua Huang, Guoying Zhao. Joint local and global information learning with single apex frame detection for micro-expression recognition. IEEE Transactions on Image Processing, vol. 30, pp. 249-263, 2020.
Lei Han, Xiaohua Huang, Zhan Shi, and Shengnan Zheng. Learning depth from light field via deep convolutional neural network. The 2nd International Conference on Big Data and Security, 2020.
Xiaohua Huang, Wei Huang, Yi Li, Xiuyan Shao, Hang Li, Xiang Yu, and Lei Han. Domain adaptive object detection with generative adversarial network. International Conference on Internet of Things and Intelligent Applications, 2020.
2019
Xiaohua Huang, Sujing Wang, Xin Liu, Guoying Zhao, Xiaoyi Feng and Matti Pietikäinen. Discriminative spatiotemporal local binary pattern with revisited integral projection for spontaneous facial micro-expression recognition. IEEE Transactions on Affective Computing, vol. 10, no. 11, pp. 32-47, 2019.
Jonna Malmberg, Sanna Jarvela, Jukka Holappa, Eetu Haataja, Xiaohua Huang, Antti Siippo. Going beyond what is visible: what multichannel data can reveal about interaction in the context of collaborative learning? Computers in Human Behavior, vol. 96, pp. 235-245, 2019.
Jim Gribble, Xiaohua Huang, Guoying Zhao. Interactive Facial Emotion Recognition Game for Children with Autism. Twelfth International Conference on e-Learning & Innovative Pedagogies, 2019.
2018
Xiaohua Huang, Abhinav Dhall, Roland Goecke, Matti Pietikäinen and Guoying Zhao. Multi-modal framework for analyzing the affect of a group of people. IEEE Transactions on Multimedia, vol. 20, no. 10, pp. 2706-2721, 2018.
Yuan Zong, Xiaohua Huang, Wenming Zheng, Zhen Cui, Guoying Zhao. Learning from hierarchical spatiotemporal descriptors for micro-expression recognition. IEEE Transactions on Multimedia, vol. 20, no. 11, pp. 3160-3172, 2018.
Yuan Zong, Wenming Zheng, Xiaohua Huang, Jingang Shi, Zhen Cui, Guoying Zhao. Domain regeneration for cross-database micro-expression recognition. IEEE Transactions on Image Processing, vol. 27, no. 5, pp. 2484-2498, 2018.
Xin Liu, Jiawei Yao, Xiaopeng Hong, Xiaohua Huang, Ziheng Zhou, Chun Qi, Guoying Zhao. Background substraction using spatio-temporal group sparsity recovery. IEEE Transactions on Circuits and Systems for Video Technology, vol. 28, no. 8, pp. 1737-1751, 2018.
Sujing Wang, Bingjun Li, Yongjin Liu, Wenjing Yan, Xinyu Ou, Xiaohua Huang, Feng Xu, Xiaolan Fu. Micro-expression recognition with small sample size by transferring long-term convolutional neural network. Neurocomputing, vol. 312, pp. 251-262, 2018.
Xiaobai Li, Xiaopeng Hong, Antti Moilanen, Xiaohua Huang, Tomas Pfister, Guoying Zhao, Matti Pietikäinen. Towards reading hidden emotions: a comparative study of spontaneous micro-expression spotting and recognition methods. IEEE Transactions on Affective Computing, vol. 9, no. 4, pp. 563-577, 2018.
Yante Li, Xiaohua Huang, and Guoying Zhao. Can micro-expression be recognized based on single apex frame? International Conference on Image Processing, 2018.
Bobin Zhang, Weidong Fang, Wei Chen, Fangming Bi, Chaogang Tang, and Xiaohua Huang. Visual tracking based on cooperative model. IEEE International Conference on Automatic Face & Gesture Recognition, pp. 614-620, 2018.
2017
Xiaohua Huang and Guoying Zhao. Spontaneous facial micro-expression analysis using spatiotemporal local radon-based binary pattern. International Conference on the Frontiers and Advances in Data Science, 2017.
Yuan Zong, Xiaohua Huang, Wenming Zheng, Zhen Cui, Guoying Zhao. Learning a target sample re-generator for cross-database micro-expression recognition. ACM Multimedia, 2017.
Zhiyuan Zha, Xin Liu, Xiaohua Huang, Henglin Shi, Yingyue Xu, Qiong Wang, Lan Tang, Xinggan Zhang. Analyzing the group sparsity based on the rank minimization methods. IEEE International Conference on Multimedia and Expo (ICME), 2017. (One of Platinum Best Papers).
Zhiyuan Zha, Xin Liu, Ziheng Zhou, Xiaohua Huang, Jingang Shi, Zhenhong Shang, Lan Tang, Yechao Bai, Qiong Wang, Xingan Zhang.Image denoising via group sparsity residual constraint. International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2017.
2016
Xiaohua Huang, Jukka Kortelainen, Guoying Zhao, Xiaobai Li, Antti Moilanen, Tapio Seppänen and Matti Pietikäinen. Multi-modal emotion analysis from facial expressions and electroencephalogram. Computer Vision and Image Understanding, Volume 147, pp. 114-124, 2016.
Yuan Zong, Wenming Zheng, Tong Zhang and Xiaohua Huang. Cross-corpus speech emotion recognition based on domain-adaptive least squares regression. IEEE Signal Processing Letters, Vol. 23, No. 5, pp. 585-589, 2016.
Xiaohua Huang, Guoying Zhao, Xiaopeng Hong, Wenming Zheng and Matti Pietikäinen. Spontaneous facial micro-expression analysis using spatiotemporal completed local quantized patterns. Neurocomputing, Vol. 175, Part A, pp. 564-578, 2016.
Yuan Zong, Wenming Zheng, Xiaohua Huang, Keyu Yan, Jingwei Yan, Tong Zhang. Emotion recognition in the wild via sparse transductive transfer linear discriminant analysis. Journal on Multimodal User Interfaces, pp. 1-10, 2016.
2015
Xiaohua Huang, Abhinav Dhall, Guoying Zhao, Roland Goecke and Matti Pietikäinen. Riesz-based Volume Local Binary Pattern and A Novel Group Expression Model for Group Happiness Intensity Analysis. Proceedings of British Machine Vision Conference, 2015. (paper)
Xiaohua Huang, Sujing Wang, Guoying Zhao and Matti Pietikäinen. Facial micro-expression recognition using spatiotemporal local binary pattern with integral projection. The second workshop on Computer Vision for Affective Computing, ICCV 2015. (paper, slide)
Yuan Zong, Wenming Zheng, Xiaohua Huang, Jingwei Yan and Tong Zhang. Transductive transfer LDA with Riesz-based volume LBP for emotion recognition in the wild. Proceedings of 17th ACM International Conference on Multimodal Interaction, 2015. (paper)
2014
Xiaohua Huang, Qiuhai He, Xiaopeng Hong, Guoying Zhao and Matti Pietikäinen. Improved spatiotemporal local monogenic binary pattern for emotion recognition in the wild. Proceedings of 16th ACM International Conference on Multimodal Interaction, pp. 514-520, 2014. (paper)
Xiaohua Huang, Guoying Zhao, Wenming Zheng and Matti Pietikäinen. Robust facial expression recognition using revised canonical correlation. Proceedings of 22nd International Conference on Pattern Recognition, pp. 1-6,2014. (paper)
2013
Xiaohua Huang, Guoying Zhao and Matti Pietikäinen. Emotion recognition from facial images with arbitrary views. Proceedings of British Machine Vision Conference, pp. 1-11, 2013. (paper)
Xiaohua Huang, Guoying Zhao, Xiaopeng Hong, Wenming Zheng and Matti Pietikäinen. Texture description with completed local quantized patterns. The 18th Scandinavian Conference on Image Analysis, pp. 1-10, 2013. (paper)
Xiaobai Li, Tomas Pfister, Xiaohua Huang, Guoying Zhao, and Matti Pietikäinen. A spontaneous micro-expression database: inducement, collection and baseline. IEEE International Conference on Automatic Face and Gesture Recognition, pp. 1-6, 2013. (paper)
2012
Xiaohua Huang, Guoying Zhao, Wenming Zheng and Matti Pietikäinen. Towards a dynamic expression recognition system under facial occlusion. Pattern Recognition Letters, Vol. 33, No. 16, pp. 2181-2191, 2012.
Xiaohua Huang, Guoying Zhao, Matti Pietikäinen and Wenming Zheng. Spatiotemporal local monogenic binary patterns for facial expression recognition. IEEE Signal Processing Letters, Vol. 19, No. 3, pp. 243-246, 2012.
Guoying Zhao, Xiaobai Li, Matti Pietikäinen, Xiaohua Huang and Tomas Pfister. Computer vision research for expression and micro-expression recognition. International Journal of Psychology, Special issue, Supplement (ISSN: 0020-7594), 47:145-145, 2012.
Jukka Kortelainen, Suvi Tiinanen, Xiaohua Huang, Xiaobai Li, Seppo Laukka, Matti Pietikäinen, and Tapio Seppänen. Multimodal emotion recognition by combining physiological signals and facial expressions: a preliminary study. Proceedings of the 34th Annual International Conference of the IEEE EMBS, San Diego, USA, pp. 5238-5241, 2012. (paper)
2011
Guoying Zhao, Xiaohua Huang, Matti Taini, Stan Z Li and Matti Pietikäinen. Facial expression recognition from near-infrared videos. Image and Vision Computing, vol. 29, no. 9, pp. 607-619, 2011.
Xiaohua Huang, Guoying Zhao, Matti Pietikäinen and Wenming Zheng. Expression recognition in videos using a weighted component-based feature descriptor. The 17th Scandinavian Conference on Image Analysis, pp. 569-578, 2011. (paper)
2010
Xiaohua Huang, Chao Liang and Wenming Zheng. Discriminative locally linear embedding in image space. Journal of Image and Graphics, vol. 15, no. 12, pp. 1776-1782, 2010. (In Chinese)
Xiaohua Huang, Chunmao Wang and Wenming Zheng. An information fusion and recognition method for color face images. Journal of Image and Graphics, vol. 3, 2010. (In Chinese)
Xiaohua Huang, Guoying Zhao, Matti Pietikäinen and Wenming Zheng. Dynamic facial expression recognition using boosted component-based spatiotemporal features and multi-classifier fusion. Advanced Concepts for Intelligent Vision System, pp. 312-322, 2010. (paper)
Guoying Zhao, Xiaohua Huang, Yulia Gizatdinova and Matti Pietikäinen. Combining dynamic texture and structural features for speaker identification. Proceedings of the 2nd ACM workshop on Multimedia in forensics, security and intelligence, pp. 93-98, 2010. (paper)