Gui-Song Xia is currently a Professor of Computer Science at Wuhan University. He received his B.Sc. and M.Sc. degree from Wuhan University in 2005 and 2007, respectively, and got a Ph.D. degree with speciality in Signal and Images from Telecom ParisTech in March 2011. Since April 2011, he had worked as a postdoctoral researcher at CNRS ( LTCI and CEREMADE) for about 1.5 years. In December 2012, he joined Wuhan University.
His current research concentrates on mathematical modeling of images, computer vision, pattern recognition and their applications in remote sensing imaging. On those topics, he has co-/authored more than 110 articles on international journals/conferences, such as International Journal of Computer Vision (IJCV), IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), IEEE Trans. on Image Processing (TIP), SIAM Journal on Imaging Science (SIIMS), Pattern Recognition (PR), IEEE Trans. on Geoscience and Remote Sensing (TGRS), CVPR, ECCV, BMVC, ICIP and ICPR. He serves currently as Associate Editors of Pattern Recognition, Signal Processing: Image Communications and EURASIP Journal on Image and Video Processing, and Guest Editor of IEEE Trans. on Big Data , Pattern Recognition Letter, Geo-Spatial Information Science, etc. He is a senior member of IEEE.
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News
- 2022-03-27 Our work on Unsupervised Pretraining for Object Detection has been accepted by IEEE TPAMI.
- 2022-03-21 Our work on Building Extraction from Aerial Images has been accepted by IEEE TPAMI.
- 2022-03-05 4 papers on Semantic Segmentation, Object Detection and Pose Estimation are accepted by CVPR 2022.
- 2022-01-22 Our work on Non-rigid Point Set Registration is accepted by ICLR 2022.
- 2021-11-26 I will serve as Associate Editor for ISPRS Journal of Photogrammetry and Remote Sensing since Jan. 2022.
- 2021-09-30 The work on DOTA is accepted by IEEE TPAMI.
- 2021-07-19 4 papers are accepted by ICCV 2021.
- 2021-05-09 Our CATS for crisp edge detection has been accepted by IEEE TPAMI.
- 2021-04-22 We are organizing the ICCV 2021 Workshop on Learning to Understand Aerial Images.
- 2021-03-19 3 papers on Aerial Object Detection, Graph Matching and Event-based Imaging are accepted by CVPR 2021.
- 2021-02-21 Our work on Oriented Object Detection（S2A-Net）is accepted by IEEE TGRS.
- 2021-01-16 Our work on Texture modeling（cgCNN）is published by IEEE TIP.
- 2020-03-09 3 studies on Wireframe Parsing, Graph Matching and Few-shot segmentation are accepted by CVPR 2020.
- 2020-02-20 Our work on Aerial Scene Classification is accepted by IEEE TIP.
- 2020-02-09 Our work on Multi-oriented Object Detection is accepted by IEEE TPAMI.
- 2019-11-19 Our work on Line Segment Detection is accepted by IEEE TPAMI.
- 2019-10-22 Our work on Ultrafast Endoscopic Ultrasonography is accepted by IEEE Trans. on Medical Imaging.
- 2019-05-19 Our work on Graph Matching is accepted by IEEE TPAMI.
- 2019-05-19 Our work on Mini-UAV-based Remote Sensing is accepted by IEEE GRSM.
- 2019-04-20 I start to serve as Associate Editor of Pattern Recognition.
- 2019-02-25 3 papers are accepted by CVPR 2019：the AFM for line segment detection (with Mr. Nan Xue), the RoI Transformer for object detection in aerial images (with Mr. Jian Ding), and another work for fisheye image calibration (with Miss. Zhucun Xue).
Educations
- 2007.10-2011.03: Ph.D. in Signal and Images, Telecom ParisTech, Paris, France.
- 2005.10-2007.06: M.Sc. in Signal and Images Processing, Wuhan University, Wuhan, China.
- 2001.09-2005.06: B.Sc. in Electronic Engineering, Wuhan University, China.
Working Experiences
- 2019.10-Present, Professor at School of Computer Science, Wuhan University, Wuhan, China.
- 2019.10-Present, Joint Professor at State Key Lab. LIESMARS, Wuhan University, Wuhan, China.
- 2015.11-2019.10: Professor at State Key Lab. LIESMARS, Wuhan University, Wuhan, China.
- 2018.11-2018.12: Visiting Scholar at DMA, École Normale Supérieur (ENS), Paris, France.
- 2012.12-2015.11: Associate Professor at State Key Lab. LIESMARS, Wuhan University, Wuhan, China.
- 2011.07-2012.12: Post-doctoral Researcher at CEREMADE CNRS UMR7534, University of Paris-Dauphine, Paris, France.
- 2011.03-2011.06: Post-doctoral Researcher at LTCI CNRS UMR5141, Telecom ParisTech, Paris, France.
- 2007.10-2011.03: Research Assistant at Telecom ParisTech, Institute TELECOM, Paris, France.
Research Interests
- Mathematical modeling of images/videos
- Machine learning in vision problems
- Computational and photogrammetric vision
- Data mining of big remote sensing images
- Scene cognition based on UAV platform
Recently Representative Work
- Learning to Extract Building Footprints from Off-Nadir Aerial Images, [PDF]. with J. Wang et. al..
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), in press. - Object Detection in Aerial Images: A Large-Scale Benchmark and Challenges, [arXiv, Dataset, Code, Model]. with J. Ding et. al.
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), in press. - Unsupervised Pretraining for Object Detection by Patch Reidentification, [arXiv]. with J. Ding et. al.
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), in press. - Unmixing Convolutional Features for Crisp Edge Detection, [arXiv, Codes]. with L. Huan et. al.
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), in press. - Learning Regional Attraction for Line Segment Detection, [PDF, Page]. with N. Xue et. al.
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol. 43, No.6, pp.1998-2013, 2021. - Gliding vertex on HBB for multi-oriented object detection, [arXiv, codes]. with Y. Xu et. al.
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.43, No.4, pp.1452-1459, 2021. - A Functional Representation for Graph Matching [Project Page]. with F.-D. Wang et. al.
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.42, No.11, pp.2737-2754, 2020. - Land-Cover Classification with HR-RS Images using Transferable Deep Models [arXiv, Page]. with X.-Y. Tong et. al.
Remote Sensing of Environment (RSE), 2020. - Holistically-Attracted Wireframe Parsing [arXiv]. with N. Xue et. al.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020. - Learning RoI Transformer for Detecting Oriented Objects in Aerial Images [PDF], with J. Ding et. al.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR),2019. - DOTA: A Large-scale dataset for object detection in aerial images [PDF, Project Page, gitHub]. with X. Bai et. al.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. - Anisotropic-scale junction detection and matching for indoor images . [PDF], with N. Xue et. al.
IEEE Trans. on Image Processing (TIP), Vol.27, No.1, pp.78-91, 2018. - Texture characterization using shape co-occurrence patterns. [PDF], with G. Liu et. al.
IEEE Trans. on Image Processing (TIP), Vol.26, No. 10, pp.5005 - 5018, 2017. - AID: A benchmark dataset for performance evaluation of aerial scene classification . [PDF, project-page], with J. Hu et. al.
IEEE Trans. on Geoscience and Remote Sensing (TGRS), Vol. 55, No.7, pp.3965 - 3981, 2017.