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:

Preprint
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

Highlight

Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation ProMaC
Jian Hu, Jiayi Lin, Junchi Yan, Shaogang Gong
NeurIPS, 2024
ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection ZoomNeXt
Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu
TPAMI, 2024
CamoFormer: Masked Separable Attention for Camouflaged Object Detection CamoFormer
Bowen Yin; Xuying Zhang; Deng-Ping Fan; Shaohui Jiao; Ming-Ming Cheng; Luc Van Gool; Qibin Hou
TPAMI, 2024
Spider: A Unified Framework for Context-dependent Concept Understanding Spider
Xiaoqi Zhao, Youwei Pang, Wei Ji, Baicheng Sheng, Jiaming Zuo, Lihe Zhang, Huchuan Lu
ICML, 2024
Hierarchical Graph Interaction Transformer with Dynamic Token Clustering for Camouflaged Object Detection HGINet
Siyuan Yao, Hao Sun, Tian-Zhu Xiang, Xiao Wang, Xiaochun Cao
TIP, 2024

Preprint

Pub.	Model	Title	Links
arXiv	^CaMF	Towards Real Zero-Shot Camouflaged Object Segmentation without Camouflaged Annotations ^{_{Cheng Lei, Jie Fan, Xinran Li, Tianzhu Xiang, Ao Li, Ce Zhu, Le Zhang}}	Paper\|Code
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\|

2025

Pub.	Model	Title	Links
AIR ²⁰²⁵	^PCNet	PlantCamo: Plant Camouflage Detection ^{_{Jinyu Yang and Qingwei Wang and Feng Zheng and Peng Chen and Aleš Leonardis and Deng-Ping Fan}}	Paper\|Code
SCIS ²⁰²⁵	^COMPrompter	COMPrompter: Reconceptualized Segment Anything Model with Multiprompt Network for Camouflaged Object Detection ^{_{Xiaoqin Zhang, Zhenni Yu, Li Zhao, Deng-Ping Fan, Guobao Xiao}}	Paper\|Code
NeuCom ²⁰²⁵	^EFNet	Promoting camouflaged object detection through novel edge–target interaction and frequency-spatial fusion ^{_{Juwei Guan, Weiqi Qian, Tongxin Zhu, Xiaolin Fang}}	Paper\|Code
EAAI ²⁰²⁵	^CLAD	Enhancing camouflaged object detection through contrastive learning and data augmentation techniques ^{_{Cunhan Guo, Heyan Huang}}	Paper\|Code

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 ²⁰²⁴	^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
IF ²⁰²⁴	^MAM-FFC	Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection ^{_{Tingran Wang, Zaiyang Yu, Jianwei Fang, Jinlong Xie, Feng Yang, et al.}}	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	^MVGNet	A Universal Multi-View Guided Network for Salient Object and Camouflaged Object Detection ^{_{Xiaogang Song; Pengfei Zhang; Xiaofeng Lu; Xinhong Hei; Rongrong Liu}}	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
TIM ²⁰²⁴	^DPSNet	DPSNet: A Detail Perception Synergistic Network for Camouflaged Object Detection ^{_{Xiaofei Li; Sheng Long; Jiaxin Yang; Jun Lei; Shuohao Li; Jun Zhang}}	Paper\|Code
TCE ²⁰²⁴	^SAE	Shrink and Expose: Locate Edge Coarse-to-Fine for Camouflaged Object Detection ^{_{Kejun Kang; Yixiu Liu; Yaoqi Sun; Shangdong Zhu; Fawei Ge; Wei Wang}}	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
--	--	--	--
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	TCSVT	^STM	A Weakly-supervised Cross-domain Query Framework for Video Camouflage Object Detection ^{_{Zelin Lu; Liang Xie; Xing Zhao; Binwei Xu; Haoran Liang; Ronghua Liang}}	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

Name		Name	Last commit message	Last commit date
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README.md		README.md

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