Awesome Camouflaged Object Detection

A curated collection 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.

📢 [08/2024] Update ECCV2024, MM2024 papers.
📢 [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.

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Content:

Camouflaged Object Detection (COD)
Video Camouflaged Object Detection (VCOD)
Camouflaged Instance Segmentation (CIS)
Weakly-supervised COD
Zero-Shot COD
Referring COD
Open-Vocabulary COS
RGB-P COS
Other Related
Datasets
Appendix

Preprint

Pub.	Model	Title	Links
arXiv	^AGLNet	Adaptive Guidance Learning for Camouflaged Object Detection ^{_{Zhennan Chen, Xuying Zhang, Tian-Zhu Xiang, Ying Tai}}	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	^PAD	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	^UJSCODv2	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	^R2CNet	Referring Camouflaged Object Detection ^{_{Xuying Zhang, Bowen Yin, Zheng Lin, Qibin Hou, Deng-Ping Fan, Ming-Ming Cheng}}	Paper\|Code
arXiv	^DQnet	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	^-	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	^MCIFNet	Towards Accurate Camouflaged Object Detection with Mixture Convolution and Interactive Fusion ^{_{Bo Dong, Mingchen Zhuge, Yongxiong Wang, Hongbo Bi, Geng Chen}}	Paper\|Code
arXiv	^BASNet	Boundary-Aware Segmentation Network for Mobile and Web Applications ^{_{Xuebin Qin, Deng-Ping Fan, Chenyang Huang, et al.}}	Paper\|Code

COD

Review

Year	Pub.	Title	Links
2024	arXiv	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}}	Paper\|Res.
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\|Res.
2024	MulSys	A survey on deep learning-based camouflaged object detection ^{_{Junmin Zhong, Anzhi Wang, Chunhong Ren & Jintao Wu}}	Paper\|
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\|Proj
2021	TCSVT	Rethinking Camouflaged Object Detection: Models and Datasets ^{_{Hongbo Bi, Cong Zhang, Kang Wang, Jinghui Tong, Feng Zheng}}	Paper\|

2024

Pub.	Model	Title	Links
NeurIPS ²⁰²⁴	^ProMaC	Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation ^{_{Jian Hu, Jiayi Lin, Junchi Yan, Shaogang Gong}}	Paper\|Code
TPAMI ²⁰²⁴	^ZoomNeXt	ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection ^{_{Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu}}	Offl.\|arXiv\| Code
ECCV ²⁰²⁴	^WSSCOD	Learning Camouflaged Object Detection from Noisy Pseudo Label `WSS COD` ^{_{Jin Zhang, Ruiheng Zhang, Yanjiao Shi, Zhe Cao, Nian Liu, Fahad Shahbaz Khan}}	Paper\|Code
ECCV ²⁰²⁴	^CamoTeacher	CamoTeacher: Dual-Rotation Consistency Learning for Semi-Supervised Camouflaged Object Detection `WSS COD` ^{_{Xunfa Lai, Zhiyu Yang, Jie Hu, Shengchuan Zhang, Liujuan Cao, Guannan Jiang, Zhiyu Wang, Songan Zhang, Rongrong Ji}}	Paper\|Code
ECCV ²⁰²⁴	^SAM-COD	SAM-COD: SAM-guided Unified Framework for Weakly-Supervised Camouflaged Object Detection ^{_{Huafeng Chen, Pengxu Wei, Guangqian Guo, Shan Gao}}	Paper\|Code
ECCV ²⁰²⁴	^PSCOD	Just a Hint: Point-Supervised Camouflaged Object Detection ^{_{Huafeng Chen, Dian Shao, Guangqian Guo, Shan Gao}}	Paper\|Code
ECCV ²⁰²⁴	^ACUMEN	Unlocking Attributes' Contribution to Successful Camouflage: A Combined Textual and Visual Analysis Strategy ^{_{Hong Zhang, Yixuan Lyu, Qian Yu, Hanyang Liu, Huimin Ma, Ding Yuan, Yifan Yang}}	Paper\|Code
ECCV ²⁰²⁴	^OVCoser	Open-Vocabulary Camouflaged Object Segmentation ^{_{Youwei Pang, Xiaoqi Zhao, Jiaming Zuo, Lihe Zhang, Huchuan Lu}}	Paper\|Code
ECCV ²⁰²⁴	^FSEL	Frequency-Spatial Entanglement Learning for Camouflaged Object Detection ^{_{Yanguang Sun, Chunyan Xu, Jian Yang, Hanyu Xuan, Lei Luo}}	Paper\|Code
ECCV ²⁰²⁴	^{FocusDiffuser}	FocusDiffuser: Perceiving Local Disparities for Camouflaged Object Detection ^{_{Jianwei Zhao, Xin Li, Fan Yang, Qiang Zhai, Ao Luo, Zicheng Jiao, Hong Cheng}}	Paper\|Code
MM ²⁰²⁴	^DSAM	Exploring Deeper! Segment Anything Model with Depth Perception for Camouflaged Object Detection ^{_{Zhenni Yu, Xiaoqin Zhang, Li Zhao, Yi Bin, Guobao Xiao}}	Paper\|Code
MM ²⁰²⁴	^MMCPF	Chain of Visual Perception: Harnessing Multimodal Large Language Models for Zero-shot Camouflaged Object Detection `ZS COD` ^{_{Lv Tang, Peng-Tao Jiang, Zhihao Shen, Hao Zhang, Jinwei Chen, Bo Li}}	Paper\|Code
MM ²⁰²⁴	^TPNet	Text-prompt Camouflaged Instance Segmentation with Graduated Camouflage Learning ^{_{Zhentao He, Changqun Xia, Shengye Qiao, Jia Li}}	Paper\|Code
MM ²⁰²⁴	^MiNet	MiNet: Weakly-Supervised Camouflaged Object Detection through Mutual Interaction between Region and Edge Cues ^{_{Yuzhen Niu, Lifen Yang, Rui Xu, Yuezhou Li, Yuzhong Chen}}	Paper\|Code
MM ²⁰²⁴	^-	Semi-supervised Camouflaged Object Detection from Noisy Data ^{_{Yuanbin Fu, Jie Ying, Houlei Lv, Xiaojie Guo}}	Paper\|Code
ICML ²⁰²⁴	^Spider	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
CVPR ²⁰²⁴	^LAKE-RED	LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion `Gen` ^{_{Pancheng Zhao, Peng Xu, Pengda Qin, Deng-Ping Fan, Zhicheng Zhang, Guoli Jia, Bowen Zhou, Jufeng Yang}}	Paper\|Code
CVPR ²⁰²⁴	^VSCode	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
CVPR ²⁰²⁴	^RISNet	Depth-Aware Concealed Crop Detection in Dense Agricultural Scenes ^{_{Liqiong Wang, Jinyu Yang, Yanfu Zhang, Fangyi Wang, Feng Zheng}}	Paper\|Code
ICLR ²⁰²⁴	^ICEG	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
ICASSP ²⁰²⁴	^EANet	Edge Attention Learning for Efficient Camouflaged Object Detection ^{_{Zijian Liu; Ping Jiang; Lixin Lin; Xiaoheng Deng}}	Paper\|Code
AAAI ²⁰²⁴	^{Camo Diffusion}	CamoDiffusion: Camouflaged Object Detection via Conditional Diffusion Models ^{_{Chen, Zhongxi and Sun, Ke and Lin, Xianming and Ji, Rongrong}}	Paper\|Code
AAAI ²⁰²⁴	^GenSAM	Relax Image-Specific Prompt Requirement in SAM: A Single Generic Prompt for Segmenting Camouflaged Objects ^{_{Jian Hu, Jiayi Lin, Weitong Cai, Shaogang Gong}}	Paper\|Proj\| Code
WACV ²⁰²⁴	^CamoFocus	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
--	--	--	--
TPAMI ²⁰²⁴	^CamoFormer	CamoFormer: Masked Separable Attention for Camouflaged Object Detection ^{_{Bowen Yin; Xuying Zhang; Deng-Ping Fan; Shaohui Jiao; Ming-Ming Cheng; Luc Van Gool; Qibin Hou}}	Offl.\|arXiv\| Code
TIP	^HGINet	Hierarchical Graph Interaction Transformer with Dynamic Token Clustering for Camouflaged Object Detection ^{_{Siyuan Yao, Hao Sun, Tian-Zhu Xiang, Xiao Wang, Xiaochun Cao}}	Offl.\|arXiv\| Code
TIP ²⁰²⁴	^IdeNet	IdeNet: Making Neural Network Identify Camouflaged Objects Like Creatures ^{_{Juwei Guan; Xiaolin Fang; Tongxin Zhu; Zhipeng Cai; Zhen Ling; Ming Yang; Junzhou Luo}}	Paper\|Code
IJCV ²⁰²⁴	^GateNetv2	Towards Diverse Binary Segmentation via A Simple yet General Gated Network ^{_{Xiaoqi Zhao, Youwei Pang, Lihe Zhang, Huchuan Lu, Lei Zhang}}	Paper\|Code\| Res.
TNNLS ²⁰²⁴	^GLCONet	GLCONet: Learning Multi-source Perception Representation for Camouflaged Object Detection ^{_{Yanguang Sun, Hanyu Xuan, Jian Yang, Lei Luo}}	Paper\|Code
TMM ²⁰²⁴	^DINet	Decoupling and Integration Network for Camouflaged Object Detection ^{_{Xiaofei Zhou; Zhicong Wu; Runmin Cong}}	Paper\|Code
TMM ²⁰²⁴	^FGSA-Net	Frequency-Guided Spatial Adaptation for Camouflaged Object Detection ^{_{Shizhou Zhang, Dexuan Kong, Yinghui Xing, Yue Lu, Lingyan Ran, Guoqiang Liang, Hexu Wang, Yanning Zhang}}	Paper\|Code
PR ²⁰²⁴	^DSNet	Camouflaged Object Detection via Dual-branch Fusion and Dual Self-similarity constraints ^{_{Haozhe Yang, Yuan Zhu, Ke Sun, Haoyang Ding, Xianming Lin}}	Paper\|Code
KBS ²⁰²⁴	^SDRNet	SDRNet: Camouflaged object detection with independent reconstruction of structure and detail ^{_{Juwei Guan, Xiaolin Fang, Tongxin Zhu, Weiqi Qian}}	Paper\|Code
ESWA ²⁰²⁴	^BiDiCOS	BiDiCOS: Camouflaged object segmentation via bilateral diffusion model ^{_{Xinhao Jiang, Wei Cai, Yao Ding, Xin Wang, Danfeng Hong, Xingyu Di, Weijie Gao}}	Paper\|Code
TCSVT ²⁰²⁴	^DRFNet	Learning Discriminative Representations From Cross-Scale Features for Camouflaged Object Detection ^{_{Yongchao Wang; Xiuli Bi; Bo Liu; Yang Wei; Weisheng Li; Bin Xiao}}	Paper\|Code
TCSVT ²⁰²⁴	^CoNet	CoNet: A Consistency-Oriented Network for Camouflaged Object Segmentation ^{_{Fei Wu; Jun Yin; Xiaochuan Li; Jianfeng Wu; Da Jin; Jiamin Yang}}	Paper\|Code
TCSVT ²⁰²⁴	^FDRNet	Edge Perception Camouflaged Object Detection under Frequency Domain Reconstruction ^{_{Zijian Liu; Xiaoheng Deng; Ping Jiang; Conghao Lv; Geyong Min; Xin Wang}}	Paper\|Code
TCSVT ²⁰²⁴	^PRNet	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
TCSVT ²⁰²⁴	^CMNet	Finding Camouflaged Objects Along the Camouflage Mechanisms ^{_{Yang Yang; Qiang Zhang}}	Paper\|Code
CVIU ²⁰²⁴	^DCPNet	Dual cross perception network with texture and boundary guidance for camouflaged object detection ^{_{Yaming Wang, Jiatong Chen, Xian Fang, Mingfeng Jiang, Jianhua Ma}}	Paper\|Code
CVIU ²⁰²⁴	^PGTNet	Camouflaged object segmentation with prior via two-stage training ^{_{Rui Wang, Caijuan Shi, Changyu Duan, Weixiang Gao, Hongli Zhu, Yunchao Wei, Meiqin Liu}}	Paper\|Code
NeuCom ²⁰²⁴	^MCA-SAM	Multi-scale contrastive adaptor learning for segmenting anything in underperformed scenes ^{_{Ke Zhou, Zhongwei Qiu, Dongmei Fu}}	Paper\|Code
ApplInt ²⁰²⁴	^TJNet	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
ApplInt ²⁰²⁴	^CCSNet	Detecting camouflaged objects via cross-level context supplement ^{_{Qing Zhang, Weiqi Yan, Rui Zhao, Yanjiao Shi & Jian Zeng}}	Paper\|Code
MIR ²⁰²⁴	^-	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}}	Offl.\|arXiv\| Code
TII ²⁰²⁴	^VSSNet	Camouflaged Object Detection via Complementary Information-Selected Network Based on Visual and Semantic Separation ^{_{Chao Yin; Kequan Yang; Jide Li; Xiaoqiang Li; Yifan Wu}}	Paper\|Code
COMPAG ²⁰²⁴	^TEAVit	Green fruit detection methods: Innovative application of camouflage object detection and multilevel feature mining ^{_{Yuting Zhai, Zongmei Gao, Yang Zhou, Jian Li, Yuqi Zhang, Yanlei Xu}}	Paper\|Code
ECOINF ²⁰²⁴	^YOLOv8-SIM	Camouflage detection: Optimization-based computer vision for Alligator sinensis with low detectability in complex wild environments `BBox` ^{_{Yantong Liu, Sai Che, Liwei Ai, Chuanxiang Song, Zheyu Zhang, Yongkang Zhou, Xiao Yang, Chen Xian}}	Paper\|Code
ACCESS ²⁰²⁴	^FS-CDIS	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

2023

Pub.	Model	Title	Links
NeurIPS ²⁰²³	^WS-SAM	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
MM ²⁰²³	^UQFormer	A Unified Query-based Paradigm for Camouflaged Instance Segmentation ^{_{Do Dong, Jialun Pei, Rongrong Gao, Tian-Zhu Xiang, Shuo Wang, Huan Xiong}}	Paper\|Code
MM ²⁰²³	^FPNet	Frequency Perception Network for Camouflaged Object Detection ^{_{Runmin Cong, Mengyao Sun, Sanyi Zhang, Xiaofei Zhou, Wei Zhang, Yao Zhao}}	Paper\|Code
MM ²⁰²³	^FRINet	Frequency Representation Integration for Camouflaged Object Detection ^{_{Chenxi Xie, Changqun Xia, Tianshu Yu, Jia Li}}	Paper\|Code
MM ²⁰²³	^DaCOD	Depth-aided Camouflaged Object Detection ^{_{Qingwei Wang, Jinyu Yang, Xiaosheng Yu, Fangyi Wang, Peng Chen, Feng Zheng}}	Paper\|Code
MM ²⁰²³	^XMSNet	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
IJCAI ²⁰²³	^PENet	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
ICCV ²⁰²³	^PopNet	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
ICCV ²⁰²³	^-	The Making and Breaking of Camouflage ^{_{Hala Lamdouar, Weidi Xie, Andrew Zisserman}}	Paper\|Code
ICCVW ²⁰²³	^SAM-Adapter	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}}	Offl.\|arXiv\| Code
CVPR ²⁰²³	^FSPNet	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
CVPR ²⁰²³	^FEDER	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
CVPR ²⁰²³	^EVP	Explicit Visual Prompting for Low-Level Structure Segmentations ^{_{Weihuang Liu, Xi Shen, Chi-Man Pun, Xiaodong Cun}}	Paper\|Code
CVPR ²⁰²³	^IOCFormer	Indiscernible Object Counting in Underwater Scenes ^{_{Guolei Sun, Zhaochong An, Yun Liu, Ce Liu, Christos Sakaridis, Deng-Ping Fan, Luc Van Gool}}	Paper\|Code
AAAI ²⁰²³	^CRNet	Weakly-Supervised Camouflaged Object Detection with Scribble Annotations ^{_{Ruozhen He, Qihua Dong, Jiaying Lin, Rynson W.H. Lau}}	Paper\|Code
AAAI ²⁰²³	^HitNet	High-resolution Iterative Feedback Network for Camouflaged Object Detection ^{_{Xiaobin Hu, Deng-Ping Fan, Xuebin Qin, et al.}}	Paper\|Code
ECAI ²⁰²³	^diffCOD	Diffusion Model for Camouflaged Object Detection ^{_{Zhennan Chen, Rongrong Gao, Tian-Zhu Xiang, Fan Lin}}	Paper\|Code
ICASSP ²⁰²³	^TinyCOD	TINYCOD: Tiny and Effective Model for Camouflaged Object Detection ^{_{Haozhe Xing; Shuyong Gao; Hao Tang; Tsui Qin Mok; Yanlan Kang; Wenqiang Zhang}}	Paper\|Code
ICME ²⁰²³	^EAMNet	Edge-Aware Mirror Network for Camouflaged Object Detection ^{_{Dongyue Sun, Shiyao Jiang, Lin Qi}}	Paper\|Code
ICME ²⁰²³	^FDNet	Camouflaged Object Detection with Feature Grafting and Distractor Aware ^{_{Yuxuan Song, Xinyue Li, Lin Qi}}	Paper\|Code
ICME ²⁰²³	^OAFormer	OAFormer: Occlusion Aware Transformer for Camouflaged Object Detection ^{_{Xin Yang, Hengliang Zhu, Guojun Mao, Shuli Xing}}	Paper\|Code
ICME ²⁰²³	^CFANet	CFANet: A Cross-layer Feature Aggregation Network for Camouflaged Object Detection ^{_{Qing ZhangWeiqi Yan}}	Paper\|Code
WACV ²⁰²³	^MFFN	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
--	--	--	--
IJCV ²⁰²³	^OPNet	Camouflaged Object Segmentation with Omni Perception ^{_{Haiyang Mei, Ke Xu, Yunduo Zhou, Yang Wang, Haiyin Piao, Xiaopeng Wei, Xin Yang}}	Paper\|Code
TIP ²⁰²³	^SAT	Nowhere to Disguise: Spot Camouflaged Objects via Saliency Attribute Transfer ^{_{Wenda Zhao; Shigeng Xie; Fan Zhao; You He; Huchuan Lu}}	Paper\|Code
TIP ²⁰²³	^PUENet	Predictive Uncertainty Estimation for Camouflaged Object Detection ^{_{Yi Zhang, Jing Zhang, Wassim Hamidouche, Olivier Deforges}}	Paper\|Code
TIP ²⁰²³	^FSNet	FSNet: Focus Scanning Network for Camouflaged Object Detection ^{_{Ze Song; Xudong Kang; Xiaohui Wei; Haibo Liu; Renwei Dian; Shutao Li}}	Paper\|Code
TIP ²⁰²³	^ZSCOD	Zero-Shot Camouflaged Object Detection `ZS COD` ^{_{Haoran Li; Chun-Mei Feng; Yong Xu; Tao Zhou; Lina Yao; Xiaojun Chang}}	Paper\|Code
TNNLS ²⁰²³	^BBNet	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
TNNLS ²⁰²³	^MRR-Net	Camouflaged Object Segmentation Based on Matching–Recognition–Refinement Network ^{_{Xinyu Yan; Meijun Sun; Yahong Han; Zheng Wang}}	Paper\|Code
TNNLS ²⁰²³	^PCPNet	Pixel-Centric Context Perception Network for Camouflaged Object Detection ^{_{Ze Song; Xudong Kang; Xiaohui Wei; Shutao Li}}	Paper\|Code
TMM ²⁰²³	^UEDG	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
PR ²⁰²³	^Bi-RRNet	Bi-RRNet: Bi-level recurrent refinement network for camouflaged object detection ^{_{Yan Liu, Kaihua Zhang, Yaqian Zhao, Hu Chen, Qingshan Liu}}	Paper\|Code
SCIS ²⁰²³	^-	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
TCSVT ²⁰²³	^LSR+	Towards Deeper Understanding of Camouflaged Object Detection ^{_{Yunqiu Lv, Jing Zhang, Yuchao Dai, Aixuan Li, Nick Barnes, Deng-Ping Fan}}	Paper/Code
TCSVT ²⁰²³	^MSCAF-Net	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
TCSVT ²⁰²³	^SARNet	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
TCSVT ²⁰²³	^DCNet	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
TCSVT ²⁰²³	^TANet	Deep Texture-Aware Features for Camouflaged Object Detection ^{_{Jingjing Ren, Xiaowei Hu, Lei Zhu, Xuemiao Xu, et al.}}	Paper\|Code
Neucom ²⁰²³	^CINet	Camouflaged object detection with counterfactual intervention ^{_{Xiaofei Li, Hongying Li, Hao Zhou, Miaomiao Yu, Dong Chen, Shuohao Li, Jun Zhang}}	Paper\|Code
TIM ²⁰²³	^JCNet	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
ApplInt ²⁰²³	^TSFNet	Ternary symmetric fusion network for camouflaged object detection ^{_{Yangyang Deng, Jianxin Ma, Yajun Li, Min Zhang & Li Wang}}	Paper\|Code

2022

Pub.	Model	Title	Links
NeurIPS ²⁰²²	^FGA-Net	Exploring Figure-Ground Assignment Mechanism in Perceptual Organization ^{_{Wei Zhai, Yang Cao, Jing Zhang, Zheng-Jun Zha}}	Paper\|Code
MM ²⁰²²	^PreyNet	PreyNet: Preying on camouflaged objects ^{_{M Zhang, S Xu, Yongri Piao, D Shi, S Lin, H Lu}}	Paper\|Code
IJCAI ²⁰²²	^BGNet	Boundary-Guided Camouflaged Object Detection ^{_{Yujia Sun, Shuo Wang, Chenglizhao Chen, Tian-Zhu Xiang}}	Paper\|Code
CVPR ²⁰²²	^ZoomNet	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
CVPR ²⁰²²	^SegMaR	Segment, Magnify and Reiterate: Detecting Camouflaged Objects the Hard Way ^{_{Qi Jia, S. Yao, Yu Liu, et al.}}	Paper\|Code
CVPR ²⁰²²	^-	Detecting Camouflaged Object in Frequency Domain ^{_{Yijie Zhong, Bo Li, Lv Tang, et al.}}	Paper\|Code
AAAI ²⁰²²	^BSA-Net	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
WACV ²⁰²²	^OCENet	Modeling Aleatoric Uncertainty for Camouflaged Object Detection ^{_{Jiawei Liu, Jing Zhang, Nick Barnes}}	Paper\|Code
ICME ²⁰²²	^PINet	Finding the Achilles Heel: Progressive Identification Network for Camouflaged Object Detection ^{_{Mu-Chun Chou, Hung-Jen Chen, Hong-Han Shuai}}	Paper\|Code
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TPAMI ²⁰²²	^SINet-V2	Concealed Object Detection ^{_{Deng-Ping Fan, Ge-Peng Ji, Ming-Ming Cheng, Ling Shao}}	Paper\|Code
TIP ²⁰²²	^FAPNet	Feature Aggregation and Propagation Network for Camouflaged Object Detection ^{_{Tao Zhou, Yi Zhou, Chen Gong, Jian Yang, Yu Zhang}}	Paper\|Code
TIP ²⁰²²	^FindNet	FindNet: Can You Find Me? Boundary-and-Texture Enhancement Network for Camouflaged Object Detection `BSA-Net Ext` ^{_{Peng Li, Xuefeng Yan, Hongwei Zhu, Mingqiang Wei, Xiao-Ping Zhang, Jing Qin}}	Paper\|Code
TIP ²⁰²²	^MGL_v2	MGL: Mutual Graph Learning for Camouflaged Object Detection ^{_{Qiang Zhai; Xin Li; Fan Yang; Zhicheng Jiao; Ping Luo; Hong Cheng; Zicheng Liu}}	Paper\|Code
TMM ²⁰²²	^DTC-Net	Deep Texton-Coherence Network for Camouflaged Object Detection ^{_{Wei Zhai, Yang Cao, HaiYong Xie, Zheng-Jun Zha}}	Paper\|Code
KBS ²⁰²²	^BgNet	Boundary-guided network for camouflage object detection ^{_{Tianyou Chen, Jin Xiao, Xiaoguang Hu, Guofeng Zhang, Shaojie Wang}}	Paper\|Code
PR ²⁰²²	^CubeNet	CubeNet: X-shape connection for camouflaged object detection ^{_{Mingchen Zhuge, Xiankai Lu, Yiyou Guo, Zhihua Cai, Shuhan Chen}}	Paper\|Code
PR ²⁰²²	^ERRNet	Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration Network ^{_{Ge-Peng Ji, Lei Zhu, Mingchen Zhuge, Keren Fu}}	Paper\|Code
TCSVT ²⁰²²	^C2FNet-V2	Camouflaged Object Detection via Context-aware Cross-level Fusion ^{_{Geng Chen, Si-Jie Liu, Yu-Jia Sun, Ge-Peng Ji, Ya-Feng Wu, Tao Zhou}}	Paper\|Code
MIR ²⁰²²	^DGNet	Deep Gradient Learning for Efficient Camouflaged Object Detection ^{_{Ge-Peng Ji, Deng-Ping Fan, Yu-Cheng Chou, et al.}}	Paper\|Code
TOMM ²⁰²²	^FBNet	Frequency-aware Camouflaged Object Detection ^{_{Jiaying Lin, Xin Tan, Ke Xu, Lizhuang Ma, Rynson W.H. Lau}}	Paper\|Code

2021

Pub.	Model	Title	Links
ICCV ²⁰²¹	^UGTR	Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection ^{_{Fan Yang, Qiang Zhai, Xin Li, Rui Huang, et al.}}	Paper\|Code
CVPR ²⁰²¹	^UJSCOD	Uncertainty-aware Joint Salient Object and Camouflaged Object Detection ^{_{Aixuan Li, Jing Zhang, Yunqiu Lv, Bowen Liu, Tong Zhang, Yuchao Dai}}	Paper\|Code
CVPR ²⁰²¹	^LSR	Simultaneously Localize, Segment and Rank the Camouflaged Objects ^{_{Yunqiu Lv, Jing Zhang, Yuchao Dai, Aixuan Li, et al.}}	Paper\|Code
CVPR ²⁰²¹	^MGL	Mutual Graph Learning for Camouflaged Object Detection ^{_{Qiang Zhai, Xin Li, Fan Yang, Chenglizhao Chen, Hong Cheng, Deng-Ping Fan}}	Paper\|Code
CVPR ²⁰²¹	^PFNet	Camouflaged Object Segmentation with Distraction Mining ^{_{Haiyang Mei, Ge-Peng Ji, Ziqi Wei, Xin Yang, Xiaopeng Wei, Deng-Ping Fan}}	Paper\|Code
IJCAI ²⁰²¹	^C2FNet	Context-aware Cross-level Fusion Network for Camouflaged Object Detection ^{_{Yujia Sun, Geng Chen, Tao Zhou, Yi Zhang, Nian Liu}}	Paper\|Code
AAAI ²⁰²¹	^TINet	Inferring Camouflaged Objects by Texture-Aware Interactive Guidance Network ^{_{Jinchao Zhu, Xiaoyu Zhang, Shuo Zhang, Junnan Liu}}	Paper\|Code
AAAI ²⁰²¹	^-	CamouFinder: Finding Camouflaged Instances in Images `Demo` ^{_{Trung-Nghia Le, Vuong Nguyen, Cong Le, et al.}}	Paper/Video
TIFS ²⁰²¹	^TSPORTNet	Integrating Part-Object Relationship and Contrast for Camouflaged Object Detection ^{_{Yi Liu, Dingwen Zhang, Qiang Zhang, and Jungong Han}}	Paper\|Code
TIE ²⁰²¹	^D2C-Net	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
ACCESS ²⁰²¹	^MirrorNet	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

Before 2020

Pub.	Model	Title	Links
CVPR ²⁰²⁰	^SINet	Camouflaged Object Detection ^{_{Deng-Ping Fan, Ge-Peng Ji, Guolei Sun, Ming-Ming Cheng, Jianbing Shen, Ling Shao}}	Paper\|Code
CVIU ²⁰¹⁹	^ANet	Anabranch network for camouflaged object segmentation ^{_{Trung-Nghia Le, Tam V. Nguyen, Zhongliang Nie, Minh-Triet Tran, Akihiro Sugimoto}}	Paper\|Code
SPL ²⁰¹⁹	^CPDDNet	Detection of People With Camouflage Pattern Via Dense Deconvolution Network ^{_{Yunfei Zheng, Xiongwei Zhang, Feng Wang, Tieyong Cao, Meng Sun, Xiaobing Wang}}	Paper\|Code
TIP ²⁰¹⁸	^FWFC	A Fusion Framework for Camouflaged Moving Foreground Detection in the Wavelet Domain ^{_{Shuai Li, Dinei Florencio, Wanqing Li, Yaqin Zhao, Chris Cook}}	Paper\|Code
IJCV ²⁰¹⁷	^modiPNN	Partially Camouflaged Object Tracking using Modified Probabilistic Neural Network and Fuzzy Energy based Active Contour ^{_{Ajoy Mondal, Susmita Ghosh, Ashish Ghosh}}	Paper\|Code

VCOD

Year	Pub.	Model	Title	Links
2024	TPAMI	^ZoomNeXt	ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection ^{_{Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu}}	Offl.\|arXiv\| Code
2024	IJCV	^RCFF	The Right Spin: Learning Object Motion from Rotation-Compensated Flow Fields ^{_{Pia Bideau, Erik Learned-Miller, Cordelia Schmid, Karteek Alahari}}	Offl.\|arXiv
2024	TMM	^IMEX	Implicit-Explicit Motion Learning for Video Camouflaged Object Detection ^{_{Wenjun Hui; Zhenfeng Zhu; Guanghua Gu; Meiqin Liu; Yao Zhao}}	Paper\|Code
2024	CVPR	^TSP-SAM	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	SAM-PM: Enhancing Video Camouflaged Object Detection using Spatio-Temporal Attention ^{_{Muhammad Nawfal Meeran, Gokul Adethya T, Bhanu Pratyush Mantha}}	Paper\|Code
2024	ICASSP	^TMNet	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
2023	ICCV	^-	The Making and Breaking of Camouflage ^{_{Hala Lamdouar, Weidi Xie, Andrew Zisserman}}	Paper\|Code
2022	CVPR	^SLTNet	Implicit Motion Handling for Video Camouflaged Object Detection ^{_{Xuelian Cheng, Huan Xiong, Deng-Ping Fan, et al.}}	Paper\|Code
2022	CVPR	^QSDI	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}}	Offl.\|arXiv\| Code\|Proj
2022	NeurIPS	^OCLR	Segmenting Moving Objects via an Object-Centric Layered Representation ^{_{Junyu Xie, Weidi Xie, Andrew Zisserman}}	Paper\|Code
2022	TPAMI	^-	EM-driven unsupervised learning for efficient motion segmentation ^{_{Etienne Meunier, Anaïs Badoual, Patrick Bouthemy}}	Paper\|Code
2021	ICCV	^MG	Self-supervised Video Object Segmentation by Motion Grouping ^{_{Charig Yang, Hala Lamdouar, Erika Lu, Andrew Zisserman, Weidi Xie}}	Paper\|Code\| Proj
2021	BMVC	^SIMO	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\| Data
2018	TIP	^FWFC	A Fusion Framework for Camouflaged Moving Foreground Detection in the Wavelet Domain ^{_{Shuai Li, Dinei Florencio, Wanqing Li, Yaqin Zhao, Chris Cook}}	Paper\|Code
2017	IJCV	^modiPNN	Partially Camouflaged Object Tracking using Modified Probabilistic Neural Network and Fuzzy Energy based Active Contour ^{_{Ajoy Mondal, Susmita Ghosh, Ashish Ghosh}}	Paper\|Code
2016	ECCV	^CMS	It’s Moving! A Probabilistic Model for Causal Motion Segmentation in Moving Camera Videos ^{_{Pia Bideau, Erik Learned-Miller}}	Paper\|Code

CIS

Year	Pub.	Model	Title	Links
2024	MM	^TPNet	Text-prompt Camouflaged Instance Segmentation with Graduated Camouflage Learning ^{_{Zhentao He, Changqun Xia, Shengye Qiao, Jia Li}}	Paper\|Code
2024	ApplInt	^MSPNet	Multi-scale pooling learning for camouflaged instance segmentation ^{_{Chen Li, Ge Jiao, Guowen Yue, Rong He & Jiayu Huang}}	Paper\|Code
2023	MM	^UQFormer	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	^DCNet	Camouflaged Instance Segmentation via Explicit De-camouflaging ^{_{Naisong Luo, Yuwen Pan, Rui Sun, Tianzhu Zhang, Zhiwei Xiong, Feng Wu}}	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
2022	ECCV	^OSFormer	OSFormer: One-Stage Camouflaged Instance Segmentation with Transformers ^{_{Jialun Pei, Tianyang Cheng, Deng-Ping Fan, et al.}}	Paper\|Code
2022	TIP	^CFL	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

WSCOD

Year	Pub.	Model	Title	Links
2024	ECCV	^CamoTeacher	CamoTeacher: Dual-Rotation Consistency Learning for Semi-Supervised Camouflaged Object Detection `WSS COD` ^{_{Xunfa Lai, Zhiyu Yang, Jie Hu, Shengchuan Zhang, Liujuan Cao, Guannan Jiang, Zhiyu Wang, Songan Zhang, Rongrong Ji}}	Paper\|Code
2024	ECCV	^WSSCOD	Learning Camouflaged Object Detection from Noisy Pseudo Label `WSS COD` ^{_{Jin Zhang, Ruiheng Zhang, Yanjiao Shi, Zhe Cao, Nian Liu, Fahad Shahbaz Khan}}	Paper\|Code
2024	ECCV	^SAM-COD	SAM-COD: SAM-guided Unified Framework for Weakly-Supervised Camouflaged Object Detection ^{_{Huafeng Chen, Pengxu Wei, Guangqian Guo, Shan Gao}}	Paper\|Code
2024	ECCV	^-	Just a Hint: Point-Supervised Camouflaged Object Detection `Point` ^{_{Huafeng Chen, Dian Shao, Guangqian Guo, Shan Gao}}	Paper\|Code
2023	NeurIPS	^WS-SAM	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	^CRNet	Weakly-Supervised Camouflaged Object Detection with Scribble Annotations `Scribble` ^{_{Ruozhen He, Qihua Dong, Jiaying Lin, Rynson W.H. Lau}}	Paper\|Code

Zero-Shot COD

Year	Pub.	Model	Title	Links
2024	MM	^MMCPF	Chain of Visual Perception: Harnessing Multimodal Large Language Models for Zero-shot Camouflaged Object Detection ^{_{Lv Tang, Peng-Tao Jiang, Zhihao Shen, Hao Zhang, Jinwei Chen, Bo Li}}	Paper\|Code
2023	TIP	^ZSCOD	Zero-Shot Camouflaged Object Detection ^{_{Haoran Li; Chun-Mei Feng; Yong Xu; Tao Zhou; Lina Yao; Xiaojun Chang}}	Paper\|Code

RefCOD

Year	Pub.	Model	Title	Links
2024	ICME	^RPMA	Reference Prompted Model Adaptation for Referring Camouflaged Object Detection ^{_{Xuewei Liu; Shaofei Huang; Ruipu Wu; Hengyuan Zhao; Duo Xu; Xiaoming Wei}}	Paper\|Code
2023	arXiv	^MLKG	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	^R2CNet	Referring Camouflaged Object Detection ^{_{Xuying Zhang, Bowen Yin, Zheng Lin, Qibin Hou, Deng-Ping Fan, Ming-Ming Cheng}}	Paper\|Code

OVCOS

Year	Pub.	Model	Title	Links
2024	ECCV	^OVCoser	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

RGBP COS

Year	Pub.	Model	Title	Links
2024	EAAI	^IPNet	IPNet: Polarization-based Camouflaged Object Detection via dual-flow network ^{_{Xin Wang, Jiajia Ding, Zhao Zhang, Junfeng Xu, Jun Gao}}	Paper\|Code
2023	PRL	^PolarNet	Polarization-based Camouflaged Object Detection ^{_{Xin Wang, Zhao Zhang, Jun Gao}}	Paper\|Code

Other Related

Year	Pub.	Model	Title	Links
2024	CVPR	^LAKE-RED	LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion `Gen` ^{_{Pancheng Zhao, Peng Xu, Pengda Qin, Deng-Ping Fan, Zhicheng Zhang, Guoli Jia, Bowen Zhou, Jufeng Yang}}	Paper\|Code
2023	AIR	^CamDiff	CamDiff: Camouflage Image Augmentation via Diffusion Model `Gen` ^{_{Xue-Jing Luo, Shuo Wang, Zongwei Wu, Christos Sakaridis, Yun Cheng, Deng-Ping Fan, Luc Van Gool}}	Paper\|Code
2022	CVPR	^GANmouflage	GANmouflage: 3D Object Nondetection with Texture Fields `Gen` ^{_{Rui Guo, Jasmine Collins, Oscar de Lima, Andrew Owens}}	Paper\|Proj
2022	CVPR	^DTA	DTA: Physical Camouflage Attacks using Differentiable Transformation Network ^{_{Naufal Suryanto, Yongsu Kim, Hyoeun Kang, et al.}}	Paper\|Code
2022	TMM	^LCG-Net	Location-Free Camouflage Generation Network `Gen` ^{_{Yangyang Li, Wei Zhai, Yang Cao, Zheng-jun Zha}}	Paper\|Code
2020	AAAI	^-	Deep Camouflage Images `Gen` ^{_{Qing Zhang, Gelin Yin, Yongwei Nie, Wei-Shi Zheng}}	Paper\|Code

Datasets

Name	Year	Pub.	Links	Type	#Annot. Img.(Cam./Non)	Bbox	Obj. Mask	Ins. Mask
CAMO++	2021	TIP	Paper	Image	2,700/2,800	✓	✓	✓
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	✓	✗	✗
CamoAnimals	2016	ECCV	Paper	Video	181	✗	✓	✓

Appendix

Awesome List for Camouflaged Object Detection

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README.md		README.md

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RGBP COS

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