A curated list of awesome resources for Camouflaged Object Detection (COD), including:
- Camouflaged/Concealed Object Detection (COD)
- Camouflaged/Concealed Object Segmentation (COS)
- Camouflaged/Concealed Scene Understanding (CSU)
We commit to maintaining regular updates to ensure the continuous enhancement of this resource.
📢 [04/2024] Update CVPR2024 papers.
📢 [01/2024] Update ICLR2024, WACV2024 papers.
📢 [12/2023] Update NeurIPS2023, AAAI2024 papers.
📢 [08/2023] Update ICCV2023, MM2023, etc. papers for COD and CIS.
📢 [04/2023] Update CVPR2023 papers for COD and CIS.
- Camouflaged Object Detection (COD)
- Video Camouflaged Object Detection (VCOD)
- Camouflaged Instance Segmentation (CIS)
- Weakly-supervised COD
- Referring COD
- Open-Vocabulary COS
- Other Related
- Datasets
- Appendix
Year | Pub. | Title | Links |
---|---|---|---|
-- | arXiv | Adaptive Guidance Learning for Camouflaged Object Detection Zhennan Chen, Xuying Zhang, Tian-Zhu Xiang, Ying Tai |
Paper/Code |
-- | arXiv | The Art of Camouflage: Few-shot Learning for Animal Detection and Segmentation Thanh-Danh Nguyen, Anh-Khoa Nguyen Vu, Nhat-Duy Nguyen, Vinh-Tiep Nguyen, Thanh Duc Ngo, et al. |
Paper/Code |
-- | arXiv | Leveraging Open-Vocabulary Diffusion to Camouflaged Instance Segmentation Tuan-Anh Vu, Duc Thanh Nguyen, Qing Guo, Binh-Son Hua, Nhat Minh Chung, Ivor W. Tsang, Sai-Kit Yeung |
Paper/Code |
-- | arXiv | Pre-train, Adapt and Detect: Multi-Task Adapter Tuning for Camouflaged Object Detection Yinghui Xing, Dexuan Kong, Shizhou Zhang, Geng Chen, Lingyan Ran, Peng Wang, Yanning Zhang |
Paper/Code |
-- | arXiv | Joint Salient Object Detection and Camouflaged Object Detection via Uncertainty-aware Learning Aixuan Li, Jing Zhang, Yunqiu Lv, Tong Zhang, Yiran Zhong, Mingyi He, Yuchao Dai |
Paper/Code |
-- | arXiv | Referring Camouflaged Object Detection Xuying Zhang, Bowen Yin, Zheng Lin, Qibin Hou, Deng-Ping Fan, Ming-Ming Cheng |
Paper/Code |
-- | arXiv | DQnet: Cross-Model Detail Querying for Camouflaged Object Detection Wei Sun, Chengao Liu, Linyan Zhang, Yu Li, Pengxu Wei, Chang Liu, Jialing Zou, Jianbin Jiao, Qixiang Ye |
Paper/Code |
-- | arXiv | CamoFormer: Masked Separable Attention for Camouflaged Object Detection Bowen Yin, Xuying Zhang, Qibin Hou, Bo-Yuan Sun, Deng-Ping Fan, Luc Van Gool |
Paper/Code |
-- | arXiv | Transformer transforms salient object detection and camouflaged object detection Yuxin Mao, Jing Zhang, Yuchao Dai, et al. |
Paper/Code |
-- | arXiv | Exploring Depth Contribution for Camouflaged Object Detection Mochu Xiang, Jing Zhang, Yunqiu Lv, et al. |
Paper/Code |
-- | arXiv | Towards Accurate Camouflaged Object Detection with Mixture Convolution and Interactive Fusion Bo Dong, Mingchen Zhuge, Yongxiong Wang, Hongbo Bi, Geng Chen |
Paper/Code |
-- | arXiv | Boundary-Aware Segmentation Network for Mobile and Web Applications Xuebin Qin, Deng-Ping Fan, Chenyang Huang, et al. |
Paper/Code |
Year | Pub. | Title | Links |
---|---|---|---|
2024 | TPAMI | ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu |
Paper/Code |
2024 | ICML | Spider: A Unified Framework for Context-dependent Concept Understanding Xiaoqi Zhao, Youwei Pang, Wei Ji, Baicheng Sheng, Jiaming Zuo, Lihe Zhang, Huchuan Lu |
Paper/Code |
2024 | CVPR | LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion Pancheng Zhao, Peng Xu, Pengda Qin, Deng-Ping Fan, Zhicheng Zhang, Guoli Jia, Bowen Zhou, Jufeng Yang |
Paper/Code |
2024 | CVPR | VSCode: General Visual Salient and Camouflaged Object Detection with 2D Prompt Learning Ziyang Luo, Nian Liu, Wangbo Zhao, Xuguang Yang, Dingwen Zhang, Deng-Ping Fan, Fahad Khan, Junwei Han |
Paper/Code |
2024 | CVPR | Depth-Aware Concealed Crop Detection in Dense Agricultural Scenes Liqiong Wang, Jinyu Yang, Yanfu Zhang, Fangyi Wang, Feng Zheng |
Paper/Code |
2024 | ICLR | 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 |
Paper/Code |
2024 | ICASSP | Edge Attention Learning for Efficient Camouflaged Object Detection Zijian Liu; Ping Jiang; Lixin Lin; Xiaoheng Deng |
Paper/Code |
2024 | AAAI | CamoDiffusion: Camouflaged Object Detection via Conditional Diffusion Models Zhongxi Chen, Ke Sun, Xianming Lin |
Paper/Code |
2024 | AAAI | Relax Image-Specific Prompt Requirement in SAM: A Single Generic Prompt for Segmenting Camouflaged Objects GenSAM Jian Hu, Jiayi Lin, Weitong Cai, Shaogang Gong |
Paper/Proj/ Code |
2024 | WACV | CamoFocus: Enhancing Camouflage Object Detection With Split-Feature Focal Modulation and Context Refinement Abbas Khan, Mustaqeem Khan, Wail Gueaieb, Abdulmotaleb El Saddik, Giulia De Masi, Fakhri Karray |
Paper/Code |
-- | -- | -- | -- |
2024 | IJCV | Towards Diverse Binary Segmentation via A Simple yet General Gated Network Xiaoqi Zhao, Youwei Pang, Lihe Zhang, Huchuan Lu, Lei Zhang |
Paper/Code |
2024 | TMM | Decoupling and Integration Network for Camouflaged Object Detection Xiaofei Zhou; Zhicong Wu; Runmin Cong |
Paper/Code |
2024 | KBS | SDRNet: Camouflaged object detection with independent reconstruction of structure and detail Juwei Guan, Xiaolin Fang, Tongxin Zhu, Weiqi Qian |
Paper/Code |
2024 | TCSVT | Edge Perception Camouflaged Object Detection under Frequency Domain Reconstruction Zijian Liu; Xiaoheng Deng; Ping Jiang; Conghao Lv; Geyong Min; Xin Wang |
Paper/Code |
2024 | TCSVT | Efficient Camouflaged Object Detection Network Based on Global Localization Perception and Local Guidance Refinement Xihang Hu; Xiaoli Zhang; Fasheng Wang; Jing Sun; Fuming Sun |
Paper/Code |
2024 | TCSVT | Finding Camouflaged Objects Along the Camouflage Mechanisms Yang Yang; Qiang Zhang |
Paper/Code |
2024 | AppInt | Two guidance joint network based on coarse map and edge map for camouflaged object detection Zhe Tang, Jing Tang, Dengpeng Zou, Junyi Rao & Fang Qi |
Paper/Code |
2024 | ApplSci | Camouflaged Object Detection That Does Not Require Additional Priors Yuchen Dong, Heng Zhou, Chengyang Li, Junjie Xie, Yongqiang Xie, and Zhongbo Li |
Paper/Code |
2024 | Neucom | A systematic review of image-level camouflaged object detection with deep learning Yanhua Liang, Guihe Qin, Minghui Sun, Xinchao Wang, Jie Yan, Zhonghan Zhang |
Paper/Code |
Year | Pub. | Title | Links |
---|---|---|---|
2023 | NeurIPS | 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 |
Paper/Code |
2023 | ACM MM | A Unified Query-based Paradigm for Camouflaged Instance Segmentation Do Dong, Jialun Pei, Rongrong Gao, Tian-Zhu Xiang, Shuo Wang, Huan Xiong |
Paper/Code |
2023 | ACM MM | Frequency Perception Network for Camouflaged Object Detection Runmin Cong, Mengyao Sun, Sanyi Zhang, Xiaofei Zhou, Wei Zhang, Yao Zhao |
Paper/Code |
2023 | ACM MM | Frequency Representation Integration for Camouflaged Object Detection Chenxi Xie, Changqun Xia, Tianshu Yu, Jia Li |
Paper/Code |
2023 | ACM MM | Depth-aided Camouflaged Object Detection Qingwei Wang, Jinyu Yang, Xiaosheng Yu, Fangyi Wang, Peng Chen, Feng Zheng |
Paper/Code |
2023 | ACM MM | Object Segmentation by Mining Cross-Modal Semantics Zongwei Wu, Jingjing Wang, Zhuyun Zhou, Zhaochong An, Qiuping Jiang, Cédric Demonceaux, Guolei Sun, Radu Timofte |
Paper/Code |
2023 | IJCAI | Locate, Refine and Restore: A Progressive Enhancement Network for Camouflaged Object Detection Xiaofei Li, Jiaxin Yang, Shuohao Li, Jun Lei, Jun Zhang, Dong Chen |
Paper/Code |
2023 | ICCV | Source-free Depth for Object Pop-out Zongwei Wu, Danda Pani Paudel, Deng-Ping Fan, Jingjing Wang, Shuo Wang, Cedric Demonceaux, Radu Timofte, Luc Van Gool |
Paper/Code |
2023 | ICCV | The Making and Breaking of Camouflage Hala Lamdouar, Weidi Xie, Andrew Zisserman |
Paper/Code |
2023 | ICCVW | SAM-Adapter: Adapting Segment Anything in Underperformed Scenes Tianrun Chen, Lanyun Zhu, Chaotao Deng, Runlong Cao, Yan Wang, Shangzhan Zhang, Zejian Li, Lingyun Sun, Ying Zang, Papa Mao |
Paper/arXiv/Code |
2023 | CVPR | Feature Shrinkage Pyramid for Camouflaged Object Detection with Transformers Zhou Huang, Hang Dai, Tian-Zhu Xiang, Shuo Wang, Huai-Xin Chen, Jie Qin, and Huan Xiong |
Paper/Code |
2023 | CVPR | Camouflaged Object Detection with Feature Decomposition and Edge Reconstruction Chunming He, Kai Li, Yachao Zhang, Longxiang Tang, Yulun Zhang, Zhenhua Guo, Xiu Li |
Paper/Code |
2023 | CVPR | Explicit Visual Prompting for Low-Level Structure Segmentations Weihuang Liu, Xi Shen, Chi-Man Pun, Xiaodong Cun |
Paper/Code |
2023 | CVPR | Indiscernible Object Counting in Underwater Scenes Guolei Sun, Zhaochong An, Yun Liu, Ce Liu, Christos Sakaridis, Deng-Ping Fan, Luc Van Gool |
Paper/Code |
2023 | CVPRW | Segment Anything Is Not Always Perfect: An Investigation of SAM on Different Real-world Applications Wei Ji, Jingjing Li, Qi Bi, Tingwei Liu, Wenbo Li, Li Cheng |
Paper/Code |
2023 | AAAI | Weakly-Supervised Camouflaged Object Detection with Scribble Annotations Ruozhen He, Qihua Dong, Jiaying Lin, Rynson W.H. Lau |
Paper/Code |
2023 | AAAI | High-resolution Iterative Feedback Network for Camouflaged Object Detection Xiaobin Hu, Deng-Ping Fan, Xuebin Qin, et al. |
Paper/Code |
2023 | ECAI | Diffusion Model for Camouflaged Object Detection Zhennan Chen, Rongrong Gao, Tian-Zhu Xiang, Fan Lin |
Paper/Code |
2023 | ICASSP | TINYCOD: Tiny and Effective Model for Camouflaged Object Detection Haozhe Xing; Shuyong Gao; Hao Tang; Tsui Qin Mok; Yanlan Kang; Wenqiang Zhang |
Paper/Code |
2023 | ICME | Edge-Aware Mirror Network for Camouflaged Object Detection Dongyue Sun, Shiyao Jiang, Lin Qi |
Paper/Code |
2023 | ICME | Camouflaged Object Detection with Feature Grafting and Distractor Aware Yuxuan Song, Xinyue Li, Lin Qi |
Paper/Code |
2023 | ICME | OAFormer: Occlusion Aware Transformer for Camouflaged Object Detection Xin Yang, Hengliang Zhu, Guojun Mao, Shuli Xing |
Paper/Code |
2023 | ICME | CFANet: A Cross-layer Feature Aggregation Network for Camouflaged Object Detection Qing ZhangWeiqi Yan |
Paper/Code |
2023 | WACV | MFFN: Multi-view Feature Fusion Network for Camouflaged Object Detection Dehua Zheng, Xiaochen Zheng, Laurence T. Yang, Yuan Gao, Chenlu Zhu, Yiheng Ruan |
Paper/Code |
-- | -- | -- | -- |
2023 | TNNLS | Collaborative Camouflaged Object Detection: A Large-Scale Dataset and Benchmark Cong Zhang, Hongbo Bi, Tian-Zhu Xiang, Ranwan Wu, Jinghui Tong, Xiufang Wang |
Paper/Code |
2023 | TNNLS | Camouflaged Object Segmentation Based on Matching–Recognition–Refinement Network Xinyu Yan; Meijun Sun; Yahong Han; Zheng Wang |
Paper/Code |
2023 | TNNLS | Pixel-Centric Context Perception Network for Camouflaged Object Detection Ze Song; Xudong Kang; Xiaohui Wei; Shutao Li |
Paper/Code |
2023 | IJCV | Camouflaged Object Segmentation with Omni Perception Haiyang Mei, Ke Xu, Yunduo Zhou, Yang Wang, Haiyin Piao, Xiaopeng Wei, Xin Yang |
Paper/Code |
2023 | TMM | UEDG: Uncertainty-Edge Dual Guided Camouflage Object Detection Lyu, Yixuan and Zhang, Hong and Li, Yan and Liu, Hanyang and Yang, Yifan and Yuan, Ding |
Paper/Code |
2023 | TIP | Zero-Shot Camouflaged Object Detection Haoran Li; Chun-Mei Feng; Yong Xu; Tao Zhou; Lina Yao; Xiaojun Chang |
Paper/Code |
2023 | TIP | Nowhere to Disguise: Spot Camouflaged Objects via Saliency Attribute Transfer Wenda Zhao; Shigeng Xie; Fan Zhao; You He; Huchuan Lu |
Paper/Code |
2023 | TIP | FSNet: Focus Scanning Network for Camouflaged Object Detection Ze Song; Xudong Kang; Xiaohui Wei; Haibo Liu; Renwei Dian; Shutao Li |
Paper/Code |
2023 | TIP | Predictive Uncertainty Estimation for Camouflaged Object Detection Yi Zhang, Jing Zhang, Wassim Hamidouche, Olivier Deforges |
Paper/Code |
2023 | PR | Bi-RRNet: Bi-level recurrent refinement network for camouflaged object detection Yan Liu, Kaihua Zhang, Yaqian Zhao, Hu Chen, Qingshan Liu |
Paper/Code |
2023 | SCIS | SAM Struggles in Concealed Scenes - Empirical Study on "Segment Anything" Ge-Peng Ji, Deng-Ping Fan, Peng Xu, Bowen Zhou, Ming-Ming Cheng & Luc Van Gool |
Paper/Code |
2023 | Neucom | Camouflaged object detection with counterfactual intervention Xiaofei Li, Hongying Li, Hao Zhou, Miaomiao Yu, Dong Chen, Shuohao Li, Jun Zhang |
Paper/Code |
2023 | TIM | Camouflaged Object Segmentation Based on Joint Salient Object for Contrastive Learning Jiang, Xinhao and Cai, Wei and Ding, Yao and Wang, Xin and Hong, Danfeng and Yang, Zhiyong and Gao, Weijie |
Paper/Code |
2023 | TCSVT | Dual-Constraint Coarse-to-Fine Network for Camouflaged Object Detection Guanghui Yue; Houlu Xiao; Hai Xie; Tianwei Zhou; Wei Zhou; Weiqing Yan; etc. |
Paper/Code |
2023 | TCSVT | Finding Camouflaged Objects along the Camouflage Mechanisms Yang Yang; Qiang Zhang |
Paper/Code |
2023 | TCSVT | MSCAF-Net: A General Framework for Camouflaged Object Detection via Learning Multi-Scale Context-Aware Features Yu Liu; Haihang Li; Juan Cheng; Xun Chen |
Paper/Code |
2023 | TCSVT | Go Closer To See Better: Camouflaged Object Detection via Object Area Amplification and Figure-ground Conversion Haozhe Xing; Yan Wang; Xujun Wei; Hao Tang; Shuyong Gao; Wenqiang Zhang |
Paper/Code |
2023 | TCSVT | Towards Deeper Understanding of Camouflaged Object Detection CVPR21 (LSR) extension Yunqiu Lv, Jing Zhang, Yuchao Dai, Aixuan Li, Nick Barnes, Deng-Ping Fan |
Paper/Code |
2023 | AppInt | Ternary symmetric fusion network for camouflaged object detection Yangyang Deng, Jianxin Ma, Yajun Li, Min Zhang & Li Wang |
Paper/Code |
2023 | VI | Advances in Deep Concealed Scene Understanding Deng-Ping Fan, Ge-Peng Ji, Peng Xu, Ming-Ming Cheng, Christos Sakaridis, Luc Van Gool |
Paper/Project |
Year | Pub. | Title | Links |
---|---|---|---|
2022 | NeurIPS | Exploring Figure-Ground Assignment Mechanism in Perceptual Organization Wei Zhai, Yang Cao, Jing Zhang, Zheng-Jun Zha |
Paper/Code |
2022 | MM | PreyNet: Preying on camouflaged objects M Zhang, S Xu, Yongri Piao, D Shi, S Lin, H Lu |
Paper/Code |
2022 | IJCAI | Boundary-Guided Camouflaged Object Detection Yujia Sun, Shuo Wang, Chenglizhao Chen, Tian-Zhu Xiang |
Paper/Code |
2022 | CVPR | Segment, Magnify and Reiterate: Detecting Camouflaged Objects the Hard Way Qi Jia, S. Yao, Yu Liu, et al. |
Paper/Code |
2022 | CVPR | Detecting Camouflaged Object in Frequency Domain Yijie Zhong, Bo Li, Lv Tang, et al. |
Paper/Code |
2022 | CVPR | Zoom In and Out: A Mixed-scale Triplet Network for Camouflaged Object Detection Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu |
Paper/Code |
2022 | AAAI | I can find you! Boundary-guided Separated Attention Network for Camouflaged Object Detection Hongwei Zhu, Peng Li, Haoran Xie, Mingqiang Wei, et al. |
Paper/Code |
2022 | WACV | Modeling Aleatoric Uncertainty for Camouflaged Object Detection Jiawei Liu, Jing Zhang, Nick Barnes |
Paper/Code |
2022 | ICME | Finding the Achilles Heel: Progressive Identification Network for Camouflaged Object Detection Mu-Chun Chou, Hung-Jen Chen, Hong-Han Shuai |
Paper/Code |
-- | -- | -- | -- |
2022 | TPAMI | Concealed Object Detection Deng-Ping Fan, Ge-Peng Ji, Ming-Ming Cheng, Ling Shao |
Paper/Code |
2022 | TIP | Feature Aggregation and Propagation Network for Camouflaged Object Detection Tao Zhou, Yi Zhou, Chen Gong, Jian Yang, Yu Zhang |
Paper/Code |
2022 | TIP | FindNet: Can You Find Me? Boundary-and-Texture Enhancement Network for Camouflaged Object Detection AAAI22 (BSANet) extension Peng Li, Xuefeng Yan, Hongwei Zhu, Mingqiang Wei, Xiao-Ping Zhang, Jing Qin |
Paper/Code |
2022 | TIP | MGL: Mutual Graph Learning for Camouflaged Object Detection CVPR2021 extension Qiang Zhai; Xin Li; Fan Yang; Zhicheng Jiao; Ping Luo; Hong Cheng; Zicheng Liu |
Paper/Code |
2022 | MIR | Deep Gradient Learning for Efficient Camouflaged Object Detection Ge-Peng Ji, Deng-Ping Fan, Yu-Cheng Chou, et al. |
Paper/Code |
2022 | TCSVT | Camouflaged Object Detection via Context-aware Cross-level Fusion C2FNet Extension Geng Chen, Si-Jie Liu, Yu-Jia Sun, Ge-Peng Ji, Ya-Feng Wu, Tao Zhou |
Paper/Code |
2022 | TMM | Deep Texton-Coherence Network for Camouflaged Object Detection Wei Zhai, Yang Cao, HaiYong Xie, Zheng-Jun Zha |
Paper/Code |
2022 | KBS | Boundary-guided network for camouflage object detection Tianyou Chen, Jin Xiao, Xiaoguang Hu, Guofeng Zhang, Shaojie Wang |
Paper/Code |
2022 | PR | CubeNet: X-shape connection for camouflaged object detection Mingchen Zhuge, Xiankai Lu, Yiyou Guo, Zhihua Cai, Shuhan Chen |
Paper/Code |
2022 | PR | Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration Network Ge-Peng Ji, Lei Zhu, Mingchen Zhuge, Keren Fu |
Paper/Code |
2022 | TOMM | Frequency-aware Camouflaged Object Detection Jiaying Lin, Xin Tan, Ke Xu, Lizhuang Ma, Rynson W.H. Lau |
Paper/Code |
Year | Pub. | Title | Links |
---|---|---|---|
2021 | ICCV | Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection Fan Yang, Qiang Zhai, Xin Li, Rui Huang, et al. |
Paper/Code |
2021 | CVPR | Uncertainty-aware Joint Salient Object and Camouflaged Object Detection Aixuan Li, Jing Zhang, Yunqiu Lv, Bowen Liu, Tong Zhang, Yuchao Dai |
Paper/Code |
2021 | CVPR | Simultaneously Localize, Segment and Rank the Camouflaged Objects Yunqiu Lv, Jing Zhang, Yuchao Dai, Aixuan Li, et al. |
Paper/Code |
2021 | CVPR | Mutual Graph Learning for Camouflaged Object Detection Qiang Zhai, Xin Li, Fan Yang, Chenglizhao Chen, Hong Cheng, Deng-Ping Fan |
Paper/Code |
2021 | CVPR | Camouflaged Object Segmentation with Distraction Mining Haiyang Mei, Ge-Peng Ji, Ziqi Wei, Xin Yang, Xiaopeng Wei, Deng-Ping Fan |
Paper/Code |
2021 | IJCAI | Context-aware Cross-level Fusion Network for Camouflaged Object Detection Yujia Sun, Geng Chen, Tao Zhou, Yi Zhang, Nian Liu |
Paper/Code |
2021 | AAAI | Inferring Camouflaged Objects by Texture-Aware Interactive Guidance Network Jinchao Zhu, Xiaoyu Zhang, Shuo Zhang, Junnan Liu |
Paper/Code |
2021 | AAAI | CamouFinder: Finding Camouflaged Instances in Images Demo Trung-Nghia Le, Vuong Nguyen, Cong Le, et al. |
Paper/Video |
2021 | TIFS | Integrating Part-Object Relationship and Contrast for Camouflaged Object Detection Yi Liu, Dingwen Zhang, Qiang Zhang, and Jungong Han |
Paper/Code |
2021 | TIE | D2C-Net: A Dual-branch, Dual-guidance and Cross-refine Network for Camouflaged Object Detection Kang Wang, Hongbo Bi, Yi Zhang, Cong Zhang, Ziqi Liu, Shuang Zheng |
Paper/Code |
2021 | TCSVT | Deep Texture-Aware Features for Camouflaged Object Detection Jingjing Ren, Xiaowei Hu, Lei Zhu, Xuemiao Xu, et al. |
Paper/Code |
2021 | TCSVT | Rethinking Camouflaged Object Detection: Models and Datasets Hongbo Bi, Cong Zhang, Kang Wang, Jinghui Tong, Feng Zheng |
Paper/Code |
2021 | Access | MirrorNet: Bio-Inspired Camouflaged Object Segmentation Jinnan Yan, Trung-Nghia Le, Khanh-Duy Nguyen, Minh-Triet Tran, Thanh-Toan Do, Tam V. Nguyen |
Paper/Proj |
Year | Pub. | Title | Links |
---|---|---|---|
2020 | CVPR | Camouflaged Object Detection Deng-Ping Fan, Ge-Peng Ji, Guolei Sun, Ming-Ming Cheng, Jianbing Shen, Ling Shao |
Paper/Code |
2020 | AAAI | Deep Camouflage Images Qing Zhang, Gelin Yin, Yongwei Nie, Wei-Shi Zheng |
Paper/Code |
2019 | CVIU | Anabranch network for camouflaged object segmentation Trung-Nghia Le, Tam V. Nguyen, Zhongliang Nie, Minh-Triet Tran, Akihiro Sugimoto |
Paper/Code |
2019 | SPL | Detection of People With Camouflage Pattern Via Dense Deconvolution Network Yunfei Zheng, Xiongwei Zhang, Feng Wang, Tieyong Cao, Meng Sun, Xiaobing Wang |
Paper/Code |
2018 | TIP | A Fusion Framework for Camouflaged Moving Foreground Detection in the Wavelet Domain Shuai Li, Dinei Florencio, Wanqing Li, Yaqin Zhao, Chris Cook |
Paper/Code |
2016 | IJCV | Partially Camouflaged Object Tracking using Modified Probabilistic Neural Network and Fuzzy Energy based Active Contour Ajoy Mondal, Susmita Ghosh, Ashish Ghosh |
Paper/Code |
Year | Pub. | Title | Links |
---|---|---|---|
2024 | TPAMI | ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu |
Paper/Code |
2024 | CVPR | Endow SAM with Keen Eyes: Temporal-spatial Prompt Learning for Video Camouflaged Object Detection Wenjun Hui, Zhenfeng Zhu, Shuai Zheng, Yao Zhao |
Paper/Code |
2024 | CVPRW | SAM-PM: Enhancing Video Camouflaged Object Detection using Spatio-Temporal Attention Muhammad Nawfal Meeran, Gokul Adethya T, Bhanu Pratyush Mantha |
Paper/Code |
2024 | TMM | Implicit-Explicit Motion Learning for Video Camouflaged Object Detection Wenjun Hui; Zhenfeng Zhu; Guanghua Gu; Meiqin Liu; Yao Zhao |
Paper/Code |
2024 | ICASSP | Tokenmotion: Motion-Guided Vision Transformer for Video Camouflaged Object Detection VIA Learnable Token Selection Zifan Yu; Erfan Bank Tavakoli; Meida Chen; Suya You; Raghuveer Rao; et al |
Paper/Code |
2022 | CVPR | Implicit Motion Handling for Video Camouflaged Object Detection Xuelian Cheng, Huan Xiong, Deng-Ping Fan, et al. |
Paper/Code |
2022 | CVPR | A Deeper Dive Into What Deep Spatiotemporal Networks Encode: Quantifying Static vs. Dynamic Information Matthew Kowal, Mennatullah Siam, Md Amirul Islam, Neil D. B. Bruce, Richard P. Wildes, Konstantinos G. Derpanis |
Paper/Code/ Journal |
2022 | TPAMI | EM-driven unsupervised learning for efficient motion segmentation Etienne Meunier, Anaïs Badoual, Patrick Bouthemy |
Paper/Code |
2021 | ICCV | Self-supervised Video Object Segmentation by Motion Grouping Charig Yang, Hala Lamdouar, Erika Lu, Andrew Zisserman, Weidi Xie |
Paper/Code |
2021 | BMVC | Segmenting Invisible Moving Objects Hala Lamdouar, Weidi Xie, Andrew Zisserman |
Paper/Proj |
2020 | ACCV | Betrayed by Motion: Camouflaged Object Discovery via Motion Segmentation Hala Lamdouar, Charig Yang, Weidi Xie, Andrew Zisserman |
Paper/Code |
2016 | ECCV | It’s Moving! A Probabilistic Model for Causal Motion Segmentation in Moving Camera Videos Pia Bideau, Erik Learned-Miller |
Paper/Code |
Year | Pub. | Title | Links |
---|---|---|---|
2024 | ApplIntell | Multi-scale pooling learning for camouflaged instance segmentation Chen Li, Ge Jiao, Guowen Yue, Rong He & Jiayu Huang |
Paper/Code |
2023 | arXiv | Leveraging Open-Vocabulary Diffusion to Camouflaged Instance Segmentation Tuan-Anh Vu, Duc Thanh Nguyen, Qing Guo, Binh-Son Hua, Nhat Minh Chung, Ivor W. Tsang, Sai-Kit Yeung |
Paper/Code |
2023 | ACM MM | A Unified Query-based Paradigm for Camouflaged Instance Segmentation Do Dong, Jialun Pei, Rongrong Gao, Tian-Zhu Xiang, Shuo Wang, Huan Xiong |
Paper/Code |
2023 | CVPR | Camouflaged Instance Segmentation via Explicit De-camouflaging Naisong Luo, Yuwen Pan, Rui Sun, Tianzhu Zhang, Zhiwei Xiong, Feng Wu |
Paper/Code |
2022 | ECCV | OSFormer: One-Stage Camouflaged Instance Segmentation with Transformers Jialun Pei, Tianyang Cheng, Deng-Ping Fan, et al. |
Paper/Code |
2022 | TIP | Camouflaged Instance Segmentation In-The-Wild: Dataset, Method, and Benchmark Suite Trung-Nghia Le, Yubo Cao, Tan-Cong Nguyen, et al. |
Paper/Proj |
2021 | AAAI | CamouFinder: Finding Camouflaged Instances in Images Demo Trung-Nghia Le, Vuong Nguyen, Cong Le, et al. |
Paper/Video |
Year | Pub. | Title | Links |
---|---|---|---|
2023 | NeurIPS | 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 |
Paper/Code |
2023 | AAAI | Weakly-Supervised Camouflaged Object Detection with Scribble Annotations Ruozhen He, Qihua Dong, Jiaying Lin, Rynson W.H. Lau |
Paper/Code |
Year | Pub. | Title | Links |
---|---|---|---|
2023 | arXiv | Large Model Based Referring Camouflaged Object Detection Shupeng Cheng, Ge-Peng Ji, Pengda Qin, Deng-Ping Fan, Bowen Zhou, Peng Xu |
Paper/Code |
2023 | arXiv | Referring Camouflaged Object Detection Xuying Zhang, Bowen Yin, Zheng Lin, Qibin Hou, Deng-Ping Fan, Ming-Ming Cheng |
Paper/Code |
Year | Pub. | Title | Links |
---|---|---|---|
2024 | ECCV | Open-Vocabulary Camouflaged Object Segmentation Youwei Pang, Xiaoqi Zhao, Jiaming Zuo, Lihe Zhang, Huchuan Lu |
Paper/Code |
2023 | arXiv | Leveraging Open-Vocabulary Diffusion to Camouflaged Instance Segmentation Tuan-Anh Vu, Duc Thanh Nguyen, Qing Guo, Binh-Son Hua, Nhat Minh Chung, Ivor W. Tsang, Sai-Kit Yeung |
Paper/Code |
Year | Pub. | Title | Links |
---|---|---|---|
2024 | CVPR | LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion Pancheng Zhao, Peng Xu, Pengda Qin, Deng-Ping Fan, Zhicheng Zhang, Guoli Jia, Bowen Zhou, Jufeng Yang |
Paper/Code |
2023 | AIR | CamDiff: Camouflage Image Augmentation via Diffusion Model Xue-Jing Luo, Shuo Wang, Zongwei Wu, Christos Sakaridis, Yun Cheng, Deng-Ping Fan, Luc Van Gool |
Paper/Code |
2022 | CVPR | GANmouflage: 3D Object Nondetection with Texture Fields Rui Guo, Jasmine Collins, Oscar de Lima, Andrew Owens |
Paper/Proj |
2022 | CVPR | DTA: Physical Camouflage Attacks using Differentiable Transformation Network Naufal Suryanto, Yongsu Kim, Hyoeun Kang, et al. |
Paper/Code |
2022 | TMM | Location-Free Camouflage Generation Network Yangyang Li, Wei Zhai, Yang Cao, Zheng-jun Zha |
Paper/Code |
Name | Year | Pub. | Links | Type | #Annot. Img.(Cam./Non) | Bbox | Obj. Mask | Ins. Mask | Comments |
---|---|---|---|---|---|---|---|---|---|
CAMO++ | 2021 | TIP | Paper | Image | 2,700/2,800 | ✓ | ✓ | ✓ | Not Open |
NC4K | 2021 | CVPR | Paper | Image | 4,121 | ✓ | ✓ | ✓ | |
COD10K | 2020 | CVPR | Paper | Image | 5,066/4,934 | ✓ | ✓ | ✓ | |
CAMO | 2019 | CVIU | Paper | Image | 1,250/1,250 | ✗ | ✓ | ✗ | |
CPD1K | 2018 | SPL | Paper | Image | 1,000 | ✗ | ✓ | ✗ | |
CHAMELEON | 2017 | —— | Webpage | Image | 76 | ✗ | ✓ | ✗ | |
MoCA-Mask | 2022 | CVPR | Paper | Video | 4,691 | ✓ | ✓ | ✗ | |
MoCA | 2020 | ACCV | Paper | Video | 7,617 | ✓ | ✗ | ✗ | |
CamouflagedAnimals | 2016 | ECCV | Paper | Video | 181 | ✗ | ✓ | ✓ |