Projects

UnfoldIR$:$ Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration
Chunming He$^†$, Rihan Zhang$^†$, Fengyang Xiao, Chengyu Fang, Longxiang Tang, Yulun Zhang, Sina Farsiu*
arxiv , 2025
UnfoldIR$:$ Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration
SCALER$:$ SAM-Enhanced Collaborative Learning for Label-Deficient Concealed Object Segmentation
Chunming He, Rihan Zhang, Longxiang Tang, Sujie Hu, Kai Li, Sina Farsiu*
arxiv , 2025
SCALER$:$ SAM-Enhanced Collaborative Learning for Label-Deficient Concealed Object Segmentation
IQPFR$:$ An Image Quality Prior for Blind Face Restoration and Beyond
Peng Hu$^†$, Chunming He$^†$, Lei Xu, Sina Farsiu, Pei Liu, Yulun Zhang, Xiu Li
arxiv , 2025
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IQPFR$:$ An Image Quality Prior for Blind Face Restoration and Beyond
Segment Concealed Objects with Incomplete Supervision
Chunming He, Kai Li, Yachao Zhang, Ziyun yang, Youwei Pang, Longxiang Tang, Chengyu Fang, Yulun Zhang, Linghe Kong, Xiu Li, Sina Farsiu.
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
PDF Code
Segment Concealed Objects with Incomplete Supervision
RUN$:$ Reversible Unfolding Network for Concealed Object Segmentation
Chunming He, Rihan Zhang, Fengyang Xiao, Chengyu Fang, Longxiang Tang, Yulun Zhang, Linghe Kong, Deng-Ping Fan, Kai Li, Sina Farsiu*
International Conference on Machine Learning (ICML), 2025
PDF Code
RUN$:$ Reversible Unfolding Network for Concealed Object Segmentation
UniCOS$:$ Extra Modality Helps Segmentor Find Camouflaged Objects Well
Chengyu Fang$^†$, Chunming He$^†$, Longxiang Tang, Yuelin Zhang, Guoxia Xu, Xiu Li*
arxiv , 2025
UniCOS$:$ Extra Modality Helps Segmentor Find Camouflaged Objects Well
Diffusion Models in Low-Level Vision$:$ A Survey
Chunming He$^†$, Yuqi Shen$^†$, Chengyu Fang$^†$, Fengyang Xiao, Yulun Zhang, Wangmeng Zuo, Zhenhua Guo, Xiu Li*.
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
PDF Code
Diffusion Models in Low-Level Vision$:$ A Survey
Reti-Diff$:$ Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model
Chunming He$^†$, Chengyu Fang*, Yulun Zhang*, Longxiang Tang, Jinfa Huang, Kai Li, Zhenhua Guo, Xiu Li, Sina Farsiu*
in International Conference on Learning Representations (ICLR), Spotlight, 2025
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Reti-Diff$:$ Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model
A Survey of Camouflaged Object Detection and Beyond
Fengyang Xiao$^†$, Sujie Hu$^†$, Yuqi Shen, Chengyu Fang, Jinfa Huang, Chunming He$^*$, Longxiang Tang, Ziyun Yang, Xiu Li.
CAAI Artificial Intelligence Research (CAAI AIR), 2024
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A Survey of Camouflaged Object Detection and Beyond
Real-world Image Dehazing with Coherence-based Label Generator and Cooperative Unfolding Network
Chengyu Fang$^†$, Fengyang Xiao$^†$, Chunming He*, Yulun Zhang*, Longxiang Tang, Yuelin Zhang, Kai Li, Xiu Li
in Advances in Neural Information Processing Systems (NeurIPS), Spotlight, 2024
PDF Code
Real-world Image Dehazing with Coherence-based Label Generator and Cooperative Unfolding Network