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Homepage
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Ph.D. Candidate
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Yuchen Fan 范雨晨
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2026-01-17 16:28:15
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Homepage | Yuchen Fan 范雨晨 Yuchen Fan 范雨晨 Ph.D. Candidate Department of Electrical and Computer Engineering University of Illinois at Urbana-Champaign Email : yuchenf4 [at] illinois [dot] edu [Google Scholar] Bio I am currently a fifth-year Ph.D. student advised by Prof. Zhi-Pei Liang and Prof. Thomas S. Huang. My research interests include image restoration, video understanding and segmentation, and speech. Research Highlights Image Restoration Neural Sparse Representation for Image Restoration Yuchen Fan , Jiahui Yu, Yiqun Mei, Yulun Zhang, Yun Fu, Ding Liu, Thomas S. Huang NeurIPS 2020 [Paper] [Code] Inspired by the robustness and efficiency of sparse representation in sparse coding based image restoration models, we investigate the sparsity of neurons in deep networks. Our method structurally enforces sparsity constraints upon hidden neurons. Sparsity in neurons enables computation saving by only operating on non-zero components without hurting accura...
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