Important

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
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)
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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
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RUN$:$ Reversible Unfolding Network for Concealed Object Segmentation
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).
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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
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Real-world Image Dehazing with Coherence-based Label Generator and Cooperative Unfolding Network
Strategic Preys Make Acute Predators$:$ Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects
Chunming He, Kai Li*, Yachao Zhang, Yulun Zhang, Zhenhua Guo, Xiu Li*, Martin Danelljan, Fisher Yu
in International Conference on Learning Representations (ICLR), 2024
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Strategic Preys Make Acute Predators$:$ Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects
Weakly-Supervised Concealed Object Segmentation with SAM-based Pseudo Labeling and Multi-scale Feature Grouping
Chunming He$^†$, Kai Li$^†$, Yachao Zhang, Guoxia Xu, Longxiang Tang, Yulun Zhang, Zhenhua Guo, Xiu Li*
in Advances in Neural Information Processing Systems (NeurIPS), 2023
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Weakly-Supervised Concealed Object Segmentation with SAM-based Pseudo Labeling and Multi-scale Feature Grouping