Yi Xiao's Homepage

Yi Xiao (肖屹)
Ph.D. Candidate at Wuhan University, Wuhan.
Email: xiao_yi@whu.edu.cn (prior); xy574475@gmail.com

Wuhan University | 武汉大学
 School of Geodesy and Geomatics | 测绘学院
 Institute of Aerospace Survey | 航空航天测绘研究所

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Biography

Yi Xiao is currently a Ph.D. candidate at Wuhan University, School of Geodesy and Geomatics. He received his bachelor's degree from China University of Geoscience and Huazhong University of Science and Technology. Drawing upon the realms of remote sensing image/video processing and computer vision.

Remote Sensing Information Processing: Hyperspectral/Multitemporal Remote Sensing, Long-time Series Product

Computer Vision: Remote Sensing Image/Video Enhancement/Super-resolution, Low-level Vision

Machine Learning: Deep Learning, Combine Model and Data-Driven Approach

News

[2024.05] Our paper From Degrade to Upgrade: Learning a Self-Supervised Degradation-Guided Adaptive Network for Blind Remote Sensing Image Super-Resolution was selected as ESI Hot Paper (TOP 0.1%).
[2024.04] One paper has been accepted by IEEE JAS.
[2024.04] I was supported by the Basic Research Fund for Young Students of NSFC | 获批首届国家自然科学基金·青年学生基础研究项目（博士研究生）
[2024.03] One co-author paper Satellite video single object tracking: A systematic review and an oriented object tracking benchmark has been accepted by ISPRS P&RS.
[2024.01] One paper TTST: A Top-k Token Selective Transformer for Remote Sensing Image Super-Resolution has been accepted by IEEE TIP.
[2024.01] One paper EDiffSR: An Efficient Diffusion Probabilistic Model for Remote Sensing Image Super-Resolution has been accepted by IEEE TGRS.

Experience

Education:

Ph.D. in Wuhan University, SGG.
2022.09～Now
Supervisor: Prof. Qiangqiang Yuan and Prof. Liangpei Zhang
M.S. in Wuhan University, SGG.
2020.09～2022.06
Supervisor: Prof. Qiangqiang Yuan and Prof. Liangpei Zhang
B.E. in Huazhong University of Science and Technology, School of Computer Science and Technology
2018.09～2020.06
B.S. in China University of Geoscience (Wuhan), School of Mathematics and Physics
2016.09～2020.06

Selected Publications [ Citation: ]

Journal:

	[15] From Degrade to Upgrade: Learning a Self-Supervised Degradation-Guided Adaptive Network for Blind Remote Sensing Image Super-Resolution Y. Xiao, Q. Yuan, K. Jiang, J. He, Y. Wang, L. Zhang Information Fusion (INF FUS), 2023 (SCI Q1 TOP, IF=, ESI Hot Paper & ESI Highly Cited Paper) [PDF] [Code] [BibTex]
	[14] Multi-Axis Feature Diversity Enhancement for Remote Sensing Video Super-Resolution Y. Xiao, Q. Yuan, K. Jiang, Y. Chen, S. Wang, CW. Lin IEEE Transactions on Image Processing (IEEE TIP), submitted (SCI Q1 TOP, IF=) [PDF] [BibTex]
	[13] TTST: A Top-k Token Selective Transformer for Remote Sensing Image Super-Resolution Y. Xiao, Q. Yuan, K. Jiang, J. He, CW. Lin, L. Zhang IEEE Transactions on Image Processing (IEEE TIP), 2024 (SCI Q1 TOP, IF=) [PDF] [Code] [BibTex]
	[12] Frequency-Assisted Mamba for Remote Sensing Image Super-Resolution Y. Xiao, Q. Yuan, K. Jiang, Y. Chen, Q. Zhang, CW. Lin IEEE Transactions on Multimedia (IEEE TMM), submitted (SCI Q1 TOP, IF=) [PDF] [Code] [BibTex]
	[11] Local-Global Temporal Difference Learning for Satellite Video Super-Resolution Y. Xiao, Q. Yuan, K. Jiang, X. Jin, J. He, L. Zhang, CW. Lin IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), 2023 (SCI Q1 TOP, IF=) [PDF] [Code] [BibTex]
	[10] EDiffSR: An Efficient Diffusion Probabilistic Model for Remote Sensing Image Super-Resolution Y. Xiao, Q. Yuan, K. Jiang, J. He, X. Jin, L. Zhang IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2024 (SCI Q1 TOP, IF=) [PDF] [Code] [BibTex]
	[9] Deep Blind Super-Resolution for Satellite Video Y. Xiao, Q. Yuan, Q. Zhang, L. Zhang IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2023 (SCI Q1 TOP, IF=) [PDF] [Code] [BibTex]
	[8] Satellite Video Super-Resolution via Multi-Scale Deformable Convolution Alignment and Temporal Grouping Projection Y. Xiao, X. Su, Q. Yuan, D. Liu, H. Shen, L. Zhang IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022 (SCI Q1 TOP, IF=, ESI Highly Cited Paper) [PDF] [Code] [BibTex]
	[7] Space-Time Super-Resolution for Satellite Video: A Joint Framework Based on Multi-Scale Spatial-Temporal Transformer Y. Xiao, Q. Yuan, J. He, Q. Zhang, J. Sun, X. Su, J. Wu, L. Zhang International Journal of Applied Earth Observation and Geoinformation (JAG), 2022 (SCI Q1 TOP, IF=, ESI Highly Cited Paper) [PDF] [Code] [BibTex]
	[6] Generating a Long-Term (2003-2020) Hourly 0.25° Global PM2.5 Dataset via Spatiotemporal Downscaling of CAMS with Deep Learning (DeepCAMS) Y. Xiao†, Y. Wang†, Q. Yuan, J. He, L. Zhang Science of The Total Environment (STOTEN), 2022 (SCI Q1 TOP, IF=, † Equal Contribution) [PDF] [Code] [Dataset] [BibTex]
	[5] Remote Sensing Image Super-Resolution via Cross-Scale Hierarchical Transformer Y. Xiao, Q. Yuan, J. He, L. Zhang Geo-spatial Information Science (GSIS), 2023 (SCI Q1 TOP, IF=) [PDF] [BibTex]
	[4] Satellite Video Single Object Tracking: A Systematic Review and An Oriented Object Tracking Benchmark Y. Chen, Y. Tang, Y. Xiao, Q. Yuan, Y. Zhang, F. Liu, J. He, L. Zhang ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS P&RS), 2024 (SCI Q1 TOP, IF=) [PDF] [Code] [BibTex]
	[3] Hyperspectral Image Denoising: From Model-Driven, Data-Driven, to Model-Data-Driven Q. Zhang, Y. Zheng, Q. Yuan, M. Song, H. Yu, Y. Xiao IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2023 (SCI Q1 TOP, IF=, ESI Highly Cited Paper) [PDF] [Dataset] [BibTex]
	[2] Spectral Super-Resolution Meets Deep Learning: Achievements and Challenges J. He, Q. Yuan, J. Li, Y. Xiao, D. Liu, H. Shen, L. Zhang Information Fusion (INF FUS), 2023 (SCI Q1 TOP, IF=) [PDF] [Code] \| [BibTex]
	[1] 数据驱动的多源遥感信息融合研究进展张良培, 何江, 杨倩倩, 肖屹, 袁强强测绘学报, 2022 [PDF] [BibTex]

Conference:

[3] NTIRE 2022 Spectral Recovery Challenge and Data Set

B. Arad, R. Timofte, ... , J. He, Y. Xiao, J. Xiao, Q. Yuan, J. Li, L. Zhang
IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2022
The 8th Place [PDF] [BibTex]

[2] Learning an Intrinsic Graph Neural Network for Satellite Video Super-Resolution

Y. Xiao, X. Su, Q. Yuan
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2022
[PDF] [BibTex]

[1] A Recurrent Refinement Network for Satellite Video Super-Resolution

Y. Xiao, X. Su, Q. Yuan
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2021
[PDF] [BibTex]

Services

Peer Review:

IEEE TIP, TNNLS, TGRS, TCSVT, TMM, TCYB, TMI, TETCI, TAI, JSTARS, GRSL, SPL, 中国科学信息科学

Awards and Honors

2023, First Prize of Graduate Academic Innovation, WHU | 武汉大学“研究生学术创新奖”一等奖
2022, National Scholarship for Graduate Student, Ministry of Education | 博士研究生国家奖学金
2022, Outstanding Graduated Graduate Student, WHU | 武汉大学优秀硕士毕业生
2022, Outstanding Graduate Student, WHU | 武汉大学优秀硕士研究生
2021, 2023, First Prize of Academic Scholarship, WHU | 武汉大学学业奖学金一等奖
2017, 2018, 2019, Outstanding Student Model, CUG | 中国地质大学（武汉）优秀学生标兵
2017, 2018, 2019, National Encouragement Scholarship, Ministry of Education | 国家励志奖学金