Yi Xiao is a Ph.D. candidate at Wuhan University, under the supervision of Prof. Qiangqiang Yuan (袁强强) and Liangpei Zhang (张良培).
He received his B.S. degree from the China University of Geoscience and Huazhong University of Science and Technology and his M.S. degree from Wuhan University.
His research interests include remote sensing image/video processing and computer vision, mainly focusing on super-resolution and low-level vision tasks.
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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=)
[PDF]
[Code]
⭐ ESI Hot Paper ⭐ ESI Highly Cited Paper
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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]
[Code]
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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]
⭐ ESI Highly Cited Paper
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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), 2024
(SCI Q1 TOP, IF=)
[PDF]
[Code]
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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]
⭐ ESI Highly Cited Paper
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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]
⭐ ESI Highly Cited Paper
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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]
⭐ ESI Highly Cited Paper
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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=)
[PDF]
[Code]
⭐ ESI Highly Cited Paper
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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=)
[PDF]
[Code]
⭐ ESI Highly Cited Paper
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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]
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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]
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Image Enhancement via Associated Perturbation Removal and Texture Reconstruction Learning
K. Jiang, R. Wang*, Y. Xiao*, J. Jiang, X. Xu, T. Lu
IEEE/CAA Journal of Automatica Sinica (IEEE/CAA JAS), 2024
(SCI Q1 TOP, IF=, * Corresponding Author)
[Code]
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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]
⭐ ESI Highly Cited Paper
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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=)
[PDF]
[Dataset]
⭐ ESI Highly Cited Paper
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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]
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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]
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