Important

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*
ArXiv , 2025
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).
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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
Degradation-Resistant Unfolding Network for Heterogeneous Image Fusion
Chunming He, Kai Li*, Guoxia Xu, Yulun Zhang, Runze Hu, Zhenhua Guo, Xiu Li*
in International Conference on Computer Vision (ICCV), 2023
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Degradation-Resistant Unfolding Network for Heterogeneous Image Fusion
Camouflaged Object Detection with Feature Decomposition and Edge Reconstruction
Chunming He, Kai Li*, Yachao Zhang, Longxiang Tang, Yulun Zhang, Zhenhua Guo, Xiu Li*
in IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2023
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Camouflaged Object Detection with Feature Decomposition and Edge Reconstruction