Recent news
2023/4 I was promoted to Associate Professor from 2023/4.
2023/4 Two papers have been accepted by IGARSS 2023. Oral: On-Orbit Geometric Rectification for Micro-Satellite Based On Lightweight Feature Database. Poster: A Coarse-to-fine Geometric Calibration Framework of RPCs for Remote Sensing Images.
2023/3 One paper on Semisupervised Semantic Segmentation has been accepted by IEEE JSTARS.
We have been working on the practical implementation of 3D reconstruction using multi-view optical images recently. We are also investigating on-orbit processing techniques of micro-satellites.
Biography
I am currently an Associate Professor with the Key Laboratory of Technology in Geo-spatial Information Processing and Application System, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China.
I have received my BS degree of Electronic Engineering from Tsinghua University in 2013, and the PhD degree of Information and Signal Processing from Aerospace Information Research Institute (Institute of Electronics), Chinese Academy of Sciences in 2018, respectively.
I have received the Excellent Doctoral Dissertation Award of Chinese Academy of Sciences in 2019.
Email: xiangym@aircas.ac.cn & z199208081010@163.com
Research interests
My current research is mainly on image registration and 3D reconstruction using multi-sensor remote sensing images.
Publications
2023
On-Orbit Geometric Rectification for Micro-Satellite Based On Lightweight Feature Database, Linhui Wang, Yuming Xiang*, Feng Wang, Yuxin Hu, Hongjian You, in Proceedings of 2023 IEEE International Geoscience and Remote Sensing Symposium (Oral, IGARSS).
A Coarse-to-fine Geometric Calibration Framework of RPCs for Remote Sensing Images, Niangang Jiao, Feng Wang, Yuming Xiang, Hongjian You, in Proceedings of 2023 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).
Semi-Supervised Semantic Segmentation With Certainty-Aware Consistency Training for Remote Sensing Imagery, Yongjie Guo, Feng Wang, Yuming Xiang, Hongjian You, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 16, 2900 - 2914, 2023. Paper
True Digital Ortho Maps Production for Target Structure Information of SAR Remote Sensing Images, Yuxin Hu, Feng Wang, Niangang Jiao, Yuming Xiang, Fangjian Liu, Journal of Electronics & Information Technology (电子信息学报), 2023. Paper
2022
A Geometry-Aware Registration Algorithm for Multiview High-Resolution SAR Images, Yuming Xiang, Niangang Jiao, Rui Liu, Feng Wang, Hongjian You, Xiaolan Qiu, Kun Fu. IEEE Transactions on Geoscience and Remote Sensing, accepted, 2022. Paper
Multi-Task Learning of Relative Height Estimation and Semantic Segmentation from Single Airborne RGB Images, Min Lu, Jiayin Liu, Feng Wang, Yuming Xiang. Remote Sensing, 14 (14), 1350, 2022. Paper
A Confidence-Aware Cascade Network for Multi-Scale Stereo Matching of Very-High-Resolution Remote Sensing Images, Rongshu Tao, Yuming Xiang*, Hongjian You, Remote Sensing, 14 (7), 1667, 2022. Paper
CFNet: A cross fusion network for joint land cover classification using optical and SAR images, Wenchao Kang, Yuming Xiang, Feng Wang, Hongjian You, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 15, 1562 - 1574, 2022. Paper
2021
A Robust Two-Stage Registration Algorithm for Large and High-resolution Optical and SAR Images, Yuming Xiang, Niangang Jiao, Feng Wang, Hongjian You, IEEE Transactions on Geoscience and Remote Sensing, accepted. Paper
A General Framework of Remote Sensing Epipolar Image Generation, Xuanqi Wang, Feng Wang, Yuming Xiang*, Hongjian You, Remote Sensing, 13 (22), 4539, 2021. Paper
DGFNet: Dual Gate Fusion Network for Land Cover Classification in Very High-Resolution Images, Yongjie Guo, Feng Wang, Yuming Xiang, Hongjian You, Remote Sensing, 13 (18), 3755, 2021. Paper
DO-Net: Dual-Output Network for Land Cover Classification From Optical Remote Sensing Images, Wenchao Kang, Yuming Xiang, Feng Wang, Hongjian You, IEEE Geoscience and Remote Sensing Letters, accepted. Paper
2020
Fast Registration of Multi-View Slant-Range SAR Images, Yuming Xiang, Lingxiao Peng, Feng Wang, Xiaolan Qiu, IEEE Geoscience and Remote Sensing Letters, accepted. Paper
An Edge-Sense Bidirectional Pyramid Network for Stereo Matching of VHR Remote Sensing Images, Rongshu Tao, Yuming Xiang*, Hongjian You, Remote Sensing, 12 (24), 4025, 2020. Paper
Automatic Registration of Optical and SAR Images Via Improved Phase Congruency Model, Yuming Xiang, Rongshu Tao, Feng Wang, Hongjian You, Bing Han, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 13, 5847 - 5861, 2020. Paper Dataset (code: vriw)
OS-PC: Combining Feature Representation and 3-D Phase Correlation for Subpixel Optical and SAR Image Registration, Yuming Xiang, Rongshu Tao, Ling Wan, Feng Wang, Hongjian You, IEEE Transactions on Geoscience and Remote Sensing, 58 (9), 2020. Paper
2019
An Object-Based Hierarchical Compound Classification Method for Change Detection in Heterogeneous Optical and SAR Images, Ling Wan, Yuming Xiang*, Hongjian You, IEEE Transactions on Geoscience and Remote Sensing, 57 (12), 9941-9959, 2019. Paper
OS-Flow: A robust algorithm for dense optical and sar image registration, Yuming Xiang, Feng Wang, Ling Wan, Niangang Jiao, Hongjian You, IEEE Transactions on Geoscience and Remote Sensing, 57 (9), 6335-6354, 2019. Paper Code
EU-Net: An Efficient Fully Convolutional Network for Building Extraction from Optical Remote Sensing Images, Wenchao Kang, Yuming Xiang, Feng Wang, Hongjian You, Remote Sensing, 11 (23), 2813, 2019. Paper
A Post-Classification Comparison Method for SAR and Optical Images Change Detection, Ling Wan, Yuming Xiang, Hongjian You, IEEE Geoscience and Remote Sensing Letters, 16 (7), 1026-1030, 2019. Paper
A Cooperative Multitemporal Segmentation Method for SAR and Optical Images Change Detection, Ling Wan, Yuming Xiang, Hongjian You, in Proceedings of 2019 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).
SAR Image Rectification Based on Vector Map, Feng Wang, Yuming Xiang, Hongjian You, in Proceedings of 2019 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).
A Playback Software Applied to Remote Sensing Video Information Display, Feng Wang, Yuming Xiang, Hongjian You, in Proceedings of 2019 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).
Automatic Registration of Optical and SAR Images VIA Improved Phase Congruency, Yuming Xiang, Rongshu Tao, Feng Wang, Hongjian You, in Proceedings of 2019 IEEE International Geoscience and Remote Sensing Symposium (Oral, IGARSS). Paper
2018
OS-SIFT: A robust SIFT-like algorithm for high-resolution optical-to-SAR image registration in suburban areas, Yuming Xiang, Feng Wang, Hongjian You, IEEE Transactions on Geoscience and Remote Sensing, 56 (6), 3078-3090, 2018. Paper Code
An Automatic and Novel SAR Image Registration Algorithm: A Case Study of the Chinese GF-3 Satellite, Yuming Xiang, Feng Wang, Hongjian You, Sensors, 18 (2), 672, 2018. Paper
Flood Detection in Gaofen-3 SAR Images via Fully Convolutional Networks, Wenchao Kang, Yuming Xiang*, Feng Wang, Ling Wan, Hongjian You, Sensors, 18 (9), 2915, 2018. Paper
A robust fuzzy c-means algorithm based on Bayesian nonlocal spatial information for SAR image segmentation, Ling Wan, Tao Zhang, Yuming Xiang, Hongjian You, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 3 (11), 896-906, 2018. Paper
Shape Similarity Measure Method Based on Principal Curvature Enhancement Distance Transformation, Feng Wang, Yuming Xiang, Xinghui Yao, Jiayin Liu, in Proceedings of 2018 IEEE International Geoscience and Remote Sensing Symposium (IGARSS). Paper
Automatic Water Detection Method in Flooding Area for GF-3 Single-Polarization Data, Deke Tang, Feng Wang, Yuming Xiang, Hongjian You, Wenchao Kang, in Proceedings of 2018 IEEE International Geoscience and Remote Sensing Symposium (IGARSS). Paper
2017
An advanced multiscale edge detector based on Gabor filters for SAR imagery, Yuming Xiang, Feng Wang, Ling Wan, Hongjian You, IEEE Geoscience and Remote Sensing Letters, 14 (9), 1522-1526, 2017. Paper
An advanced rotation invariant descriptor for SAR image registration, Yuming Xiang, Feng Wang, Ling Wan, Hongjian You, Remote Sensing, 9 (7), 686, 2017. Paper
SAR-PC: Edge detection in SAR images via an advanced phase congruency model, Yuming Xiang, Feng Wang, Ling Wan, Hongjian You, Remote Sensing, 9 (3), 209, 2017. Paper
An improved ridge detector for SAR imagery, Yuming Xiang, Ling Wan, Hongjian You, in Proceedings of 2017 IEEE Radar Conference (RadarConf). Paper
A Novel and Fast Corner Detection Method for Sar Imagery, Niangang Jiao, Wenchao Kang, Yuming Xiang, Hongjian You. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences (GeoSpatial Week), 42 (2/W7), 2017. Paper
Automatic Coregistration for Multiview SAR Images in Urban Areas, Yuming Xiang, Wenchao Kang, Feng Wang, Hongjian You, International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences (Oral, GeoSpatial Week), 42 (2/W7), 2017. Paper
Foundation
National Natural Science Foundation of China (NSFC), Grant 61901439, Dense Matching of SAR and Optical Remote Sensing Images Based on Optical Flow and Epipolar Constraint
国家自然科学基金 基于光流法和核线约束的SAR与光学遥感图像密集匹配方法研究 61901439
Key Research Program of Frontier Sciences, Chinese Academy of Sciences, Grant ZDBS-LY-JSC03, Fine Reconstruction of 3D Targets Using Massive Multi-sensor Remote Sensing Data
中国科学院前沿科学重点研究计划 海量多源遥感数据三维目标精细化重构 ZDBS-LY-JSC03