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ICML2025Top-tier venue

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

Abstract

RUN: Reversible Unfolding Network for Concealed Object Segmentation experiments verify the superiority of RUN and highlight the potential of unfolding-based frameworks for COS. Code is available at https: //github.com/ChunmingHe/RUN .

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Cited by top-tier papers12

  1. Photon: Speedup Volume Understanding with Efficient Multimodal Large Language ModelsChengyu Fang, Heng Guo, Zheng Jiang, Chunming He et al.ICLR 2026 · 10 citations
  2. Beyond Ground-Truth: Leveraging Image Quality Priors for Real-World Image RestorationFengyang Xiao, Peng Hu, Lei Xu, XingE Guo et al.CVPR 2026 · 5 citations
  3. Controllable-Lpmoe: Adapting to Challenging Object Segmentation Via Dynamic Local Priors From Mixture-Of-ExpertsYanguang Sun, Jiawei Lian, Jian Yang, Lei LuoICCV 2025 · 4 citations
  4. Beyond Single Images: Retrieval Self-Augmented Unsupervised Camouflaged Object DetectionJi Du, Xin Wang, Fangwei Hao, Mingyang Yu et al.ICCV 2025 · 2 citations
  5. Small but Mighty: Dynamic Wavelet Expert-Guided Fine-Tuning of Large-Scale Models for Optical Remote Sensing Object SegmentationYanguang Sun, Chao Wang, Jian Yang, Lei LuoAAAI 2026 · 2 citations

Builds on17

  1. VMamba: Visual State Space ModelYue Liu, Yunjie Tian, Yuzhong Zhao, Hongtian Yu et al.NeurIPS 2024 · 3,199 citations
  2. Dynamic Snake Convolution based on Topological Geometric Constraints for Tubular Structure SegmentationYaolei Qi, Yuting He, Xiaoming Qi, Yuan Zhang et al.ICCV 2023 · 467 citations
  3. Zoom In and Out: A Mixed-scale Triplet Network for Camouflaged Object DetectionYouwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang et al.CVPR 2022 · 417 citations
  4. High-Resolution Iterative Feedback Network for Camouflaged Object DetectionXiaobin Hu, Shuo Wang, Xuebin Qin, Hang Dai et al.AAAI 2023 · 236 citations
  5. Weakly-Supervised Concealed Object Segmentation with SAM-based Pseudo Labeling and Multi-scale Feature GroupingChunming He, Kai Li, Yachao Zhang, Guoxia Xu et al.NeurIPS 2023 · 205 citations

Related papers

  1. Depth-Aware Concealed Crop Detection in Dense Agricultural ScenesLiqiong Wang, Jinyu Yang, Yanfu Zhang, Fangyi Wang et al.CVPR 2024 · 66 citations
  2. Reversible Column NetworksYuxuan Cai, Yizhuang Zhou, Qi Han, Jianjian Sun et al.ICLR 2023 · 21 citations
  3. Camouflaged Object DetectionDeng-Ping Fan, Ge-Peng Ji, Guolei Sun, Ming-Ming Cheng et al.CVPR 2020
  4. Semantic Scene Completion via Integrating Instances and Scene In-the-LoopYingjie Cai, Xuesong Chen, Chao Zhang, Kwan-Yee Lin et al.CVPR 2021
  5. Large-Capacity and Flexible Video Steganography via Invertible Neural NetworkChong Mou, Youmin Xu, Jiechong Song, Chen Zhao et al.CVPR 2023
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