Concealed Object Segmentation

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)
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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
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
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
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