Awesome

Awesome Camouflaged Object Detection <a href="https://github.com/sindresorhus/awesome"><img src="figs/awesome.png" alt="Awesome" style="max-width: 100%;" width="100"></a>

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.

:loudspeaker: [08/2024] Update ECCV2024, MM2024 papers.
:loudspeaker: [04/2024] Update CVPR2024 papers.
:loudspeaker: [01/2024] Update ICLR2024, WACV2024 papers.
:loudspeaker: [12/2023] Update NeurIPS2023, AAAI2024 papers.
:loudspeaker: [08/2023] Update ICCV2023, MM2023, etc. papers for COD and CIS.
:loudspeaker: [04/2023] Update CVPR2023 papers for COD and CIS.

:heavy_exclamation_mark: 

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	<sup>AGLNet</sup>	Adaptive Guidance Learning for Camouflaged Object Detection <br> <sup><sub>Zhennan Chen, Xuying Zhang, Tian-Zhu Xiang, Ying Tai</sub></sup>	Paper|Code
arXiv	<sup>-</sup>	Leveraging Open-Vocabulary Diffusion to Camouflaged Instance Segmentation <br> <sup><sub>Tuan-Anh Vu, Duc Thanh Nguyen, Qing Guo, Binh-Son Hua, Nhat Minh Chung, Ivor W. Tsang, Sai-Kit Yeung</sub></sup>	Paper|Code
arXiv	<sup>PAD</sup>	Pre-train, Adapt and Detect: Multi-Task Adapter Tuning for Camouflaged Object Detection <br> <sup><sub>Yinghui Xing, Dexuan Kong, Shizhou Zhang, Geng Chen, Lingyan Ran, Peng Wang, Yanning Zhang</sub></sup>	Paper|Code
arXiv	<sup>UJSCODv2</sup>	Joint Salient Object Detection and Camouflaged Object Detection via Uncertainty-aware Learning <br> <sup><sub>Aixuan Li, Jing Zhang, Yunqiu Lv, Tong Zhang, Yiran Zhong, Mingyi He, Yuchao Dai</sub></sup>	Paper|Code
arXiv	<sup>R2CNet</sup>	Referring Camouflaged Object Detection <sub></sub> <br> <sup><sub>Xuying Zhang, Bowen Yin, Zheng Lin, Qibin Hou, Deng-Ping Fan, Ming-Ming Cheng</sub></sup>	Paper|Code
arXiv	<sup>DQnet</sup>	DQnet: Cross-Model Detail Querying for Camouflaged Object Detection <br> <sup><sub>Wei Sun, Chengao Liu, Linyan Zhang, Yu Li, Pengxu Wei, Chang Liu, Jialing Zou, Jianbin Jiao, Qixiang Ye</sub></sup>	Paper|Code
arXiv	<sup>-</sup>	Transformer transforms salient object detection and camouflaged object detection <br> <sup><sub>Yuxin Mao, Jing Zhang, Yuchao Dai, et al.</sub></sup>	Paper|Code
arXiv	<sup>-</sup>	Exploring Depth Contribution for Camouflaged Object Detection <br> <sup><sub>Mochu Xiang, Jing Zhang, Yunqiu Lv, et al.</sub></sup>	Paper|Code
arXiv	<sup>MCIFNet</sup>	Towards Accurate Camouflaged Object Detection with Mixture Convolution and Interactive Fusion <br> <sup><sub>Bo Dong, Mingchen Zhuge, Yongxiong Wang, Hongbo Bi, Geng Chen</sub></sup>	Paper|Code
arXiv	<sup>BASNet</sup>	Boundary-Aware Segmentation Network for Mobile and Web Applications <br> <sup><sub>Xuebin Qin, Deng-Ping Fan, Chenyang Huang, et al.</sub></sup>	Paper|Code

COD

Review

Year	Pub.	Title	Links
2024	arXiv	A Survey of Camouflaged Object Detection and Beyond <br> <sup><sub>Fengyang Xiao, Sujie Hu, Yuqi Shen, Chengyu Fang, Jinfa Huang, Chunming He, Longxiang Tang, Ziyun Yang, Xiu Li</sub></sup>	Paper|Res.
2024	Neucom	A systematic review of image-level camouflaged object detection with deep learning <br> <sup><sub>Yanhua Liang, Guihe Qin, Minghui Sun, Xinchao Wang, Jie Yan, Zhonghan Zhang</sub></sup>	Paper|Res.
2024	MulSys	A survey on deep learning-based camouflaged object detection <br> <sup><sub>Junmin Zhong, Anzhi Wang, Chunhong Ren & Jintao Wu</sub></sup>	Paper|
2023	VI	Advances in Deep Concealed Scene Understanding <sub></sub> <br> <sup><sub>Deng-Ping Fan, Ge-Peng Ji, Peng Xu, Ming-Ming Cheng, Christos Sakaridis, Luc Van Gool</sub></sup>	Paper|Proj
2021	TCSVT	Rethinking Camouflaged Object Detection: Models and Datasets <br><sup><sub>Hongbo Bi, Cong Zhang, Kang Wang, Jinghui Tong, Feng Zheng</sub></sup>	Paper|

2024

Pub.	Model	Title	Links
NeurIPS<br><sup>2024</sup>	<sup>ProMaC</sup>	Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation <br> <sup><sub>Jian Hu, Jiayi Lin, Junchi Yan, Shaogang Gong</sub></sup>	Paper|Code
TPAMI<br><sup>2024</sup>	<sup>ZoomNeXt</sup>	ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection <br> <sup><sub>Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu</sub></sup>	Offl.|arXiv|<br>Code
ECCV<br><sup>2024</sup>	<sup>WSSCOD</sup>	Learning Camouflaged Object Detection from Noisy Pseudo Label WSS COD <br> <sup><sub>Jin Zhang, Ruiheng Zhang, Yanjiao Shi, Zhe Cao, Nian Liu, Fahad Shahbaz Khan</sub></sup>	Paper|Code
ECCV<br><sup>2024</sup>	<sup>CamoTeacher</sup>	CamoTeacher: Dual-Rotation Consistency Learning for Semi-Supervised Camouflaged Object Detection WSS COD <br> <sup><sub>Xunfa Lai, Zhiyu Yang, Jie Hu, Shengchuan Zhang, Liujuan Cao, Guannan Jiang, Zhiyu Wang, Songan Zhang, Rongrong Ji</sub></sup>	Paper|Code
ECCV<br><sup>2024</sup>	<sup>SAM-COD</sup>	SAM-COD: SAM-guided Unified Framework for Weakly-Supervised Camouflaged Object Detection <br> <sup><sub>Huafeng Chen, Pengxu Wei, Guangqian Guo, Shan Gao</sub></sup>	Paper|Code
ECCV<br><sup>2024</sup>	<sup>PSCOD</sup>	Just a Hint: Point-Supervised Camouflaged Object Detection <sub></sub> <br> <sup><sub>Huafeng Chen, Dian Shao, Guangqian Guo, Shan Gao</sub></sup>	Paper|Code
ECCV<br><sup>2024</sup>	<sup>ACUMEN</sup>	Unlocking Attributes' Contribution to Successful Camouflage: A Combined Textual and Visual Analysis Strategy <sub></sub> <br> <sup><sub>Hong Zhang, Yixuan Lyu, Qian Yu, Hanyang Liu, Huimin Ma, Ding Yuan, Yifan Yang</sub></sup>	Paper|Code
ECCV<br><sup>2024</sup>	<small><sup>OVCoser</sup></small>	Open-Vocabulary Camouflaged Object Segmentation <sub></sub> <br> <sup><sub>Youwei Pang, Xiaoqi Zhao, Jiaming Zuo, Lihe Zhang, Huchuan Lu</sub></sup>	Paper|Code
ECCV<br><sup>2024</sup>	<small><sup>FSEL</sup></small>	Frequency-Spatial Entanglement Learning for Camouflaged Object Detection <br> <sup><sub>Yanguang Sun, Chunyan Xu, Jian Yang, Hanyu Xuan, Lei Luo</sub></sup>	Paper|Code
ECCV<br><sup>2024</sup>	<small><sup>FocusDiffuser</sup></small>	FocusDiffuser: Perceiving Local Disparities for Camouflaged Object Detection <br> <sup><sub>Jianwei Zhao, Xin Li, Fan Yang, Qiang Zhai, Ao Luo, Zicheng Jiao, Hong Cheng</sub></sup>	Paper|Code
MM<br><sup>2024</sup>	<sup>DSAM</sup>	Exploring Deeper! Segment Anything Model with Depth Perception for Camouflaged Object Detection <br> <sup><sub>Zhenni Yu, Xiaoqin Zhang, Li Zhao, Yi Bin, Guobao Xiao</sub></sup>	Paper|Code
MM<br><sup>2024</sup>	<sup>MMCPF</sup>	Chain of Visual Perception: Harnessing Multimodal Large Language Models for Zero-shot Camouflaged Object Detection ZS COD <br> <sup><sub>Lv Tang, Peng-Tao Jiang, Zhihao Shen, Hao Zhang, Jinwei Chen, Bo Li</sub></sup>	Paper|Code
MM<br><sup>2024</sup>	<sup>TPNet</sup>	Text-prompt Camouflaged Instance Segmentation with Graduated Camouflage Learning <br> <sup><sub>Zhentao He, Changqun Xia, Shengye Qiao, Jia Li</sub></sup>	Paper|Code
MM<br><sup>2024</sup>	<sup>MiNet</sup>	MiNet: Weakly-Supervised Camouflaged Object Detection through Mutual Interaction between Region and Edge Cues <br> <sup><sub>Yuzhen Niu, Lifen Yang, Rui Xu, Yuezhou Li, Yuzhong Chen</sub></sup>	Paper|Code
MM<br><sup>2024</sup>	<sup>-</sup>	Semi-supervised Camouflaged Object Detection from Noisy Data <br> <sup><sub>Yuanbin Fu, Jie Ying, Houlei Lv, Xiaojie Guo</sub></sup>	Paper|Code
ICML<br><sup>2024</sup>	<sup>Spider</sup>	Spider: A Unified Framework for Context-dependent Concept Understanding <br> <sup><sub>Xiaoqi Zhao, Youwei Pang, Wei Ji, Baicheng Sheng, Jiaming Zuo, Lihe Zhang, Huchuan Lu</sub></sup>	Paper|Code
CVPR<br><sup>2024</sup>	<sup>LAKE-RED</sup>	LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion Gen <br> <sup><sub>Pancheng Zhao, Peng Xu, Pengda Qin, Deng-Ping Fan, Zhicheng Zhang, Guoli Jia, Bowen Zhou, Jufeng Yang</sub></sup>	Paper|Code
CVPR<br><sup>2024</sup>	<sup>VSCode</sup>	VSCode: General Visual Salient and Camouflaged Object Detection with 2D Prompt Learning <br> <sup><sub>Ziyang Luo, Nian Liu, Wangbo Zhao, Xuguang Yang, Dingwen Zhang, Deng-Ping Fan, Fahad Khan, Junwei Han</sub></sup>	Paper|Code
CVPR<br><sup>2024</sup>	<sup>RISNet</sup>	Depth-Aware Concealed Crop Detection in Dense Agricultural Scenes <sub></sub> <br> <sup><sub>Liqiong Wang, Jinyu Yang, Yanfu Zhang, Fangyi Wang, Feng Zheng</sub></sup>	Paper|Code
ICLR<br><sup>2024</sup>	<sup>ICEG</sup>	Strategic Preys Make Acute Predators: Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects <br> <sup><sub>Chunming He, Kai Li, Yachao Zhang, Yulun Zhang, Zhenhua Guo, Xiu Li, Martin Danelljan, Fisher Yu</sub></sup>	Paper|Code
ICASSP<br><sup>2024</sup>	<sup>EANet</sup>	Edge Attention Learning for Efficient Camouflaged Object Detection <br> <sup><sub>Zijian Liu; Ping Jiang; Lixin Lin; Xiaoheng Deng</sub></sup>	Paper|Code
AAAI<br><sup>2024</sup>	<sup>Camo<br>Diffusion</sup>	CamoDiffusion: Camouflaged Object Detection via Conditional Diffusion Models <br> <sup><sub>Chen, Zhongxi and Sun, Ke and Lin, Xianming and Ji, Rongrong</sub></sup>	Paper|Code
AAAI<br><sup>2024</sup>	<sup>GenSAM</sup>	Relax Image-Specific Prompt Requirement in SAM: A Single Generic Prompt for Segmenting Camouflaged Objects <br> <sup><sub>Jian Hu, Jiayi Lin, Weitong Cai, Shaogang Gong</sub></sup>	Paper|Proj|<br>Code
WACV<br><sup>2024</sup>	<sup>CamoFocus</sup>	CamoFocus: Enhancing Camouflage Object Detection With Split-Feature Focal Modulation and Context Refinement <br> <sup><sub>Abbas Khan, Mustaqeem Khan, Wail Gueaieb, Abdulmotaleb El Saddik, Giulia De Masi, Fakhri Karray</sub></sup>	Paper|Code
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TPAMI<br><sup>2024</sup>	<sup>CamoFormer</sup>	CamoFormer: Masked Separable Attention for Camouflaged Object Detection <br> <sup><sub>Bowen Yin; Xuying Zhang; Deng-Ping Fan; Shaohui Jiao; Ming-Ming Cheng; Luc Van Gool; Qibin Hou</sub></sup>	Offl.|arXiv|<br>Code
TIP	<sup>HGINet</sup>	Hierarchical Graph Interaction Transformer with Dynamic Token Clustering for Camouflaged Object Detection <br> <sup><sub>Siyuan Yao, Hao Sun, Tian-Zhu Xiang, Xiao Wang, Xiaochun Cao</sub></sup>	Offl.|arXiv|<br>Code
TIP<br><sup>2024</sup>	<sup>IdeNet</sup>	IdeNet: Making Neural Network Identify Camouflaged Objects Like Creatures <br> <sup><sub>Juwei Guan; Xiaolin Fang; Tongxin Zhu; Zhipeng Cai; Zhen Ling; Ming Yang; Junzhou Luo</sub></sup>	Paper|Code
IJCV<br><sup>2024</sup>	<sup>GateNetv2</sup>	Towards Diverse Binary Segmentation via A Simple yet General Gated Network <br> <sup><sub>Xiaoqi Zhao, Youwei Pang, Lihe Zhang, Huchuan Lu, Lei Zhang</sub></sup>	Paper|Code|<br>Res.
TNNLS<br><sup>2024</sup>	<sup>GLCONet</sup>	GLCONet: Learning Multi-source Perception Representation for Camouflaged Object Detection <br> <sup><sub>Yanguang Sun, Hanyu Xuan, Jian Yang, Lei Luo</sub></sup>	Paper|Code
TMM<br><sup>2024</sup>	<sup>DINet</sup>	Decoupling and Integration Network for Camouflaged Object Detection <br> <sup><sub>Xiaofei Zhou; Zhicong Wu; Runmin Cong</sub></sup>	Paper|Code
TMM<br><sup>2024</sup>	<sup>FGSA-Net</sup>	Frequency-Guided Spatial Adaptation for Camouflaged Object Detection <br> <sup><sub>Shizhou Zhang, Dexuan Kong, Yinghui Xing, Yue Lu, Lingyan Ran, Guoqiang Liang, Hexu Wang, Yanning Zhang</sub></sup>	Paper|Code
PR<br><sup>2024</sup>	<sup>DSNet</sup>	Camouflaged Object Detection via Dual-branch Fusion and Dual Self-similarity constraints <br> <sup><sub>Haozhe Yang, Yuan Zhu, Ke Sun, Haoyang Ding, Xianming Lin</sub></sup>	Paper|Code
KBS<br><sup>2024</sup>	<sup>SDRNet</sup>	SDRNet: Camouflaged object detection with independent reconstruction of structure and detail <br> <sup><sub>Juwei Guan, Xiaolin Fang, Tongxin Zhu, Weiqi Qian</sub></sup>	Paper|Code
ESWA<br><sup>2024</sup>	<sup>BiDiCOS</sup>	BiDiCOS: Camouflaged object segmentation via bilateral diffusion model <br> <sup><sub>Xinhao Jiang, Wei Cai, Yao Ding, Xin Wang, Danfeng Hong, Xingyu Di, Weijie Gao</sub></sup>	Paper|Code
TCSVT<br><sup>2024</sup>	<sup>DRFNet</sup>	Learning Discriminative Representations From Cross-Scale Features for Camouflaged Object Detection <br> <sup><sub>Yongchao Wang; Xiuli Bi; Bo Liu; Yang Wei; Weisheng Li; Bin Xiao</sub></sup>	Paper|Code
TCSVT<br><sup>2024</sup>	<sup>CoNet</sup>	CoNet: A Consistency-Oriented Network for Camouflaged Object Segmentation <br> <sup><sub>Fei Wu; Jun Yin; Xiaochuan Li; Jianfeng Wu; Da Jin; Jiamin Yang</sub></sup>	Paper|Code
TCSVT<br><sup>2024</sup>	<sup>FDRNet</sup>	Edge Perception Camouflaged Object Detection under Frequency Domain Reconstruction <br> <sup><sub>Zijian Liu; Xiaoheng Deng; Ping Jiang; Conghao Lv; Geyong Min; Xin Wang</sub></sup>	Paper|Code
TCSVT<br><sup>2024</sup>	<sup>PRNet</sup>	Efficient Camouflaged Object Detection Network Based on Global Localization Perception and Local Guidance Refinement <br> <sup><sub>Xihang Hu; Xiaoli Zhang; Fasheng Wang; Jing Sun; Fuming Sun</sub></sup>	Paper|Code
TCSVT<br><sup>2024</sup>	<sup>CMNet</sup>	Finding Camouflaged Objects Along the Camouflage Mechanisms <br> <sup><sub>Yang Yang; Qiang Zhang</sub></sup>	Paper|Code
CVIU<br><sup>2024</sup>	<sup>DCPNet</sup>	Dual cross perception network with texture and boundary guidance for camouflaged object detection <br> <sup><sub>Yaming Wang, Jiatong Chen, Xian Fang, Mingfeng Jiang, Jianhua Ma</sub></sup>	Paper|Code
CVIU<br><sup>2024</sup>	<sup>PGTNet</sup>	Camouflaged object segmentation with prior via two-stage training <br> <sup><sub>Rui Wang, Caijuan Shi, Changyu Duan, Weixiang Gao, Hongli Zhu, Yunchao Wei, Meiqin Liu</sub></sup>	Paper|Code
NeuCom<br><sup>2024</sup>	<sup>MCA-SAM</sup>	Multi-scale contrastive adaptor learning for segmenting anything in underperformed scenes <br> <sup><sub>Ke Zhou, Zhongwei Qiu, Dongmei Fu</sub></sup>	Paper|Code
ApplInt<br><sup>2024</sup>	<sup>TJNet</sup>	Two guidance joint network based on coarse map and edge map for camouflaged object detection <br> <sup><sub>Zhe Tang, Jing Tang, Dengpeng Zou, Junyi Rao & Fang Qi</sub></sup>	Paper|Code
ApplInt<br><sup>2024</sup>	<sup>CCSNet</sup>	Detecting camouflaged objects via cross-level context supplement <br> <sup><sub>Qing Zhang, Weiqi Yan, Rui Zhao, Yanjiao Shi & Jian Zeng</sub></sup>	Paper|Code
MIR<br><sup>2024</sup>	<sup>-</sup>	Segment Anything Is Not Always Perfect: An Investigation of SAM on Different Real-world Applications <br> <sup><sub>Wei Ji, Jingjing Li, Qi Bi, Tingwei Liu, Wenbo Li, Li Cheng</sub></sup>	Offl.|arXiv|<br>Code
TII<br><sup>2024</sup>	<sup>VSSNet</sup>	Camouflaged Object Detection via Complementary Information-Selected Network Based on Visual and Semantic Separation <br> <sup><sub>Chao Yin; Kequan Yang; Jide Li; Xiaoqiang Li; Yifan Wu</sub></sup>	Paper|Code
COMPAG<br><sup>2024</sup>	<sup>TEAVit</sup>	Green fruit detection methods: Innovative application of camouflage object detection and multilevel feature mining <br> <sup><sub>Yuting Zhai, Zongmei Gao, Yang Zhou, Jian Li, Yuqi Zhang, Yanlei Xu</sub></sup>	Paper|Code
ECOINF<br><sup>2024</sup>	<sup>YOLOv8-SIM</sup>	Camouflage detection: Optimization-based computer vision for Alligator sinensis with low detectability in complex wild environments BBox <br> <sup><sub>Yantong Liu, Sai Che, Liwei Ai, Chuanxiang Song, Zheyu Zhang, Yongkang Zhou, Xiao Yang, Chen Xian</sub></sup>	Paper|Code
ACCESS<br><sup>2024</sup>	<sup>FS-CDIS</sup>	The Art of Camouflage: Few-shot Learning for Animal Detection and Segmentation <sub></sub> <br> <sup><sub>Thanh-Danh Nguyen, Anh-Khoa Nguyen Vu, Nhat-Duy Nguyen, Vinh-Tiep Nguyen, Thanh Duc Ngo, et al.</sub></sup>	Paper|Code

2023

Pub.	Model	Title	Links
NeurIPS<br><sup>2023</sup>	<sup>WS-SAM</sup>	Weakly-Supervised Concealed Object Segmentation with SAM-based Pseudo Labeling and Multi-scale Feature Grouping <br> <sup><sub>Chunming He, Kai Li, Yachao Zhang, Guoxia Xu, Longxiang Tang, Yulun Zhang, Zhenhua Guo, Xiu Li</sub></sup>	Paper|Code
MM<br><sup>2023</sup>	<sup>UQFormer</sup>	A Unified Query-based Paradigm for Camouflaged Instance Segmentation <br> <sup><sub>Do Dong, Jialun Pei, Rongrong Gao, Tian-Zhu Xiang, Shuo Wang, Huan Xiong</sub></sup>	Paper|Code
MM<br><sup>2023</sup>	<sup>FPNet</sup>	Frequency Perception Network for Camouflaged Object Detection <br> <sup><sub>Runmin Cong, Mengyao Sun, Sanyi Zhang, Xiaofei Zhou, Wei Zhang, Yao Zhao</sub></sup>	Paper|Code
MM<br><sup>2023</sup>	<sup>FRINet</sup>	Frequency Representation Integration for Camouflaged Object Detection <br> <sup><sub>Chenxi Xie, Changqun Xia, Tianshu Yu, Jia Li</sub></sup>	Paper|Code
MM<br><sup>2023</sup>	<sup>DaCOD</sup>	Depth-aided Camouflaged Object Detection <br> <sup><sub>Qingwei Wang, Jinyu Yang, Xiaosheng Yu, Fangyi Wang, Peng Chen, Feng Zheng</sub></sup>	Paper|Code
MM<br><sup>2023</sup>	<sup>XMSNet</sup>	Object Segmentation by Mining Cross-Modal Semantics <br> <sup><sub>Zongwei Wu, Jingjing Wang, Zhuyun Zhou, Zhaochong An, Qiuping Jiang, Cédric Demonceaux, Guolei Sun, Radu Timofte</sub></sup>	Paper|Code
IJCAI<br><sup>2023</sup>	<sup>PENet</sup>	Locate, Refine and Restore: A Progressive Enhancement Network for Camouflaged Object Detection <br> <sup><sub>Xiaofei Li, Jiaxin Yang, Shuohao Li, Jun Lei, Jun Zhang, Dong Chen</sub></sup>	Paper|Code
ICCV<br><sup>2023</sup>	<sup>PopNet</sup>	Source-free Depth for Object Pop-out <br> <sup><sub>Zongwei Wu, Danda Pani Paudel, Deng-Ping Fan, Jingjing Wang, Shuo Wang, Cedric Demonceaux, Radu Timofte, Luc Van Gool</sub></sup>	Paper|Code
ICCV<br><sup>2023</sup>	<sup>-</sup>	The Making and Breaking of Camouflage <br> <sup><sub>Hala Lamdouar, Weidi Xie, Andrew Zisserman</sub></sup>	Paper|Code
ICCVW<br><sup>2023</sup>	<sup>SAM-Adapter</sup>	SAM-Adapter: Adapting Segment Anything in Underperformed Scenes <br> <sup><sub>Tianrun Chen, Lanyun Zhu, Chaotao Deng, Runlong Cao, Yan Wang, Shangzhan Zhang, Zejian Li, Lingyun Sun, Ying Zang, Papa Mao</sub></sup>	Offl.|arXiv|<br>Code
CVPR<br><sup>2023</sup>	<sup>FSPNet</sup>	Feature Shrinkage Pyramid for Camouflaged Object Detection with Transformers <br> <sup><sub>Zhou Huang, Hang Dai, Tian-Zhu Xiang, Shuo Wang, Huai-Xin Chen, Jie Qin, and Huan Xiong</sub></sup>	Paper|Code
CVPR<br><sup>2023</sup>	<sup>FEDER</sup>	Camouflaged Object Detection with Feature Decomposition and Edge Reconstruction <br> <sup><sub>Chunming He, Kai Li, Yachao Zhang, Longxiang Tang, Yulun Zhang, Zhenhua Guo, Xiu Li</sub></sup>	Paper|Code
CVPR<br><sup>2023</sup>	<sup>EVP</sup>	Explicit Visual Prompting for Low-Level Structure Segmentations <br> <sup><sub>Weihuang Liu, Xi Shen, Chi-Man Pun, Xiaodong Cun</sub></sup>	Paper|Code
CVPR<br><sup>2023</sup>	<sup>IOCFormer</sup>	Indiscernible Object Counting in Underwater Scenes <sub></sub> <br> <sup><sub>Guolei Sun, Zhaochong An, Yun Liu, Ce Liu, Christos Sakaridis, Deng-Ping Fan, Luc Van Gool</sub></sup>	Paper|Code
AAAI<br><sup>2023</sup>	<sup>CRNet</sup>	Weakly-Supervised Camouflaged Object Detection with Scribble Annotations <sub></sub> <br> <sup><sub>Ruozhen He, Qihua Dong, Jiaying Lin, Rynson W.H. Lau</sub></sup>	Paper|Code
AAAI<br><sup>2023</sup>	<sup>HitNet</sup>	High-resolution Iterative Feedback Network for Camouflaged Object Detection <br> <sup><sub>Xiaobin Hu, Deng-Ping Fan, Xuebin Qin, et al.</sub></sup>	Paper|Code
ECAI<br><sup>2023</sup>	<sup>diffCOD</sup>	Diffusion Model for Camouflaged Object Detection <br> <sup><sub>Zhennan Chen, Rongrong Gao, Tian-Zhu Xiang, Fan Lin</sub></sup>	Paper|Code
ICASSP<br><sup>2023</sup>	<sup>TinyCOD</sup>	TINYCOD: Tiny and Effective Model for Camouflaged Object Detection <br> <sup><sub>Haozhe Xing; Shuyong Gao; Hao Tang; Tsui Qin Mok; Yanlan Kang; Wenqiang Zhang</sub></sup>	Paper|Code
ICME<br><sup>2023</sup>	<sup>EAMNet</sup>	Edge-Aware Mirror Network for Camouflaged Object Detection <br> <sup><sub>Dongyue Sun, Shiyao Jiang, Lin Qi</sub></sup>	Paper|Code
ICME<br><sup>2023</sup>	<sup>FDNet</sup>	Camouflaged Object Detection with Feature Grafting and Distractor Aware <sub></sub> <br> <sup><sub>Yuxuan Song, Xinyue Li, Lin Qi</sub></sup>	Paper|Code
ICME<br><sup>2023</sup>	<sup>OAFormer</sup>	OAFormer: Occlusion Aware Transformer for Camouflaged Object Detection <br> <sup><sub>Xin Yang, Hengliang Zhu, Guojun Mao, Shuli Xing</sub></sup>	Paper|Code
ICME<br><sup>2023</sup>	<sup>CFANet</sup>	CFANet: A Cross-layer Feature Aggregation Network for Camouflaged Object Detection <br> <sup><sub>Qing ZhangWeiqi Yan</sub></sup>	Paper|Code
WACV<br><sup>2023</sup>	<sup>MFFN</sup>	MFFN: Multi-view Feature Fusion Network for Camouflaged Object Detection <br> <sup><sub>Dehua Zheng, Xiaochen Zheng, Laurence T. Yang, Yuan Gao, Chenlu Zhu, Yiheng Ruan</sub></sup>	Paper|Code
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IJCV<br><sup>2023</sup>	<sup>OPNet</sup>	Camouflaged Object Segmentation with Omni Perception <br> <sup><sub>Haiyang Mei, Ke Xu, Yunduo Zhou, Yang Wang, Haiyin Piao, Xiaopeng Wei, Xin Yang</sub></sup>	Paper|Code
TIP<br><sup>2023</sup>	<sup>SAT</sup>	Nowhere to Disguise: Spot Camouflaged Objects via Saliency Attribute Transfer <br> <sup><sub>Wenda Zhao; Shigeng Xie; Fan Zhao; You He; Huchuan Lu</sub></sup>	Paper|Code
TIP<br><sup>2023</sup>	<sup>PUENet</sup>	Predictive Uncertainty Estimation for Camouflaged Object Detection <br> <sup><sub>Yi Zhang, Jing Zhang, Wassim Hamidouche, Olivier Deforges</sub></sup>	Paper|Code
TIP<br><sup>2023</sup>	<sup>FSNet</sup>	FSNet: Focus Scanning Network for Camouflaged Object Detection <br> <sup><sub>Ze Song; Xudong Kang; Xiaohui Wei; Haibo Liu; Renwei Dian; Shutao Li</sub></sup>	Paper|Code
TIP<br><sup>2023</sup>	<sup>ZSCOD</sup>	Zero-Shot Camouflaged Object Detection ZS COD <br> <sup><sub>Haoran Li; Chun-Mei Feng; Yong Xu; Tao Zhou; Lina Yao; Xiaojun Chang</sub></sup>	Paper|Code
TNNLS<br><sup>2023</sup>	<sup>BBNet</sup>	Collaborative Camouflaged Object Detection: A Large-Scale Dataset and Benchmark <sub></sub> <br> <sup><sub>Cong Zhang, Hongbo Bi, Tian-Zhu Xiang, Ranwan Wu, Jinghui Tong, Xiufang Wang</sub></sup>	Paper|Code
TNNLS<br><sup>2023</sup>	<sup>MRR-Net</sup>	Camouflaged Object Segmentation Based on Matching–Recognition–Refinement Network <br> <sup><sub>Xinyu Yan; Meijun Sun; Yahong Han; Zheng Wang</sub></sup>	Paper|Code
TNNLS<br><sup>2023</sup>	<sup>PCPNet</sup>	Pixel-Centric Context Perception Network for Camouflaged Object Detection <br> <sup><sub>Ze Song; Xudong Kang; Xiaohui Wei; Shutao Li</sub></sup>	Paper|Code
TMM<br><sup>2023</sup>	<sup>UEDG</sup>	UEDG: Uncertainty-Edge Dual Guided Camouflage Object Detection <br> <sup><sub>Lyu, Yixuan and Zhang, Hong and Li, Yan and Liu, Hanyang and Yang, Yifan and Yuan, Ding</sub></sup>	Paper|Code
PR<br><sup>2023</sup>	<sup>Bi-RRNet</sup>	Bi-RRNet: Bi-level recurrent refinement network for camouflaged object detection <br> <sup><sub>Yan Liu, Kaihua Zhang, Yaqian Zhao, Hu Chen, Qingshan Liu</sub></sup>	Paper|Code
SCIS<br><sup>2023</sup>	<sup>-</sup>	SAM Struggles in Concealed Scenes - Empirical Study on "Segment Anything" <br> <sup><sub>Ge-Peng Ji, Deng-Ping Fan, Peng Xu, Bowen Zhou, Ming-Ming Cheng & Luc Van Gool</sub></sup>	Paper|Code
TCSVT<br><sup>2023</sup>	<sup>LSR+</sup>	Towards Deeper Understanding of Camouflaged Object Detection <sub></sub> <br> <sup><sub>Yunqiu Lv, Jing Zhang, Yuchao Dai, Aixuan Li, Nick Barnes, Deng-Ping Fan</sub></sup>	Paper/Code
TCSVT<br><sup>2023</sup>	<sup>MSCAF-Net</sup>	MSCAF-Net: A General Framework for Camouflaged Object Detection via Learning Multi-Scale Context-Aware Features <br> <sup><sub>Yu Liu; Haihang Li; Juan Cheng; Xun Chen</sub></sup>	Paper|Code
TCSVT<br><sup>2023</sup>	<sup>SARNet</sup>	Go Closer To See Better: Camouflaged Object Detection via Object Area Amplification and Figure-ground Conversion <br> <sup><sub>Haozhe Xing; Yan Wang; Xujun Wei; Hao Tang; Shuyong Gao; Wenqiang Zhang</sub></sup>	Paper/Code
TCSVT<br><sup>2023</sup>	<sup>DCNet</sup>	Dual-Constraint Coarse-to-Fine Network for Camouflaged Object Detection <br> <sup><sub>Guanghui Yue; Houlu Xiao; Hai Xie; Tianwei Zhou; Wei Zhou; Weiqing Yan; etc.</sub></sup>	Paper|Code
TCSVT<br><sup>2023</sup>	<sup>TANet</sup>	Deep Texture-Aware Features for Camouflaged Object Detection <br><sup><sub>Jingjing Ren, Xiaowei Hu, Lei Zhu, Xuemiao Xu, et al.</sub></sup>	Paper|Code
Neucom<br><sup>2023</sup>	<sup>CINet</sup>	Camouflaged object detection with counterfactual intervention <br> <sup><sub>Xiaofei Li, Hongying Li, Hao Zhou, Miaomiao Yu, Dong Chen, Shuohao Li, Jun Zhang</sub></sup>	Paper|Code
TIM<br><sup>2023</sup>	<sup>JCNet</sup>	Camouflaged Object Segmentation Based on Joint Salient Object for Contrastive Learning <br> <sup><sub>Jiang, Xinhao and Cai, Wei and Ding, Yao and Wang, Xin and Hong, Danfeng and Yang, Zhiyong and Gao, Weijie</sub></sup>	Paper|Code
ApplInt<br><sup>2023</sup>	<sup>TSFNet</sup>	Ternary symmetric fusion network for camouflaged object detection <br> <sup><sub>Yangyang Deng, Jianxin Ma, Yajun Li, Min Zhang & Li Wang</sub></sup>	Paper|Code

2022

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

2021

Pub.	Model	Title	Links
ICCV<br><sup>2021</sup>	<sup>UGTR</sup>	Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection <br><sup><sub>Fan Yang, Qiang Zhai, Xin Li, Rui Huang, et al.</sub></sup>	Paper|Code
CVPR<br><sup>2021</sup>	<sup>UJSCOD</sup>	Uncertainty-aware Joint Salient Object and Camouflaged Object Detection <br><sup><sub>Aixuan Li, Jing Zhang, Yunqiu Lv, Bowen Liu, Tong Zhang, Yuchao Dai</sub></sup>	Paper|Code
CVPR<br><sup>2021</sup>	<sup>LSR</sup>	Simultaneously Localize, Segment and Rank the Camouflaged Objects <sub></sub> <br><sup><sub>Yunqiu Lv, Jing Zhang, Yuchao Dai, Aixuan Li, et al.</sub></sup>	Paper|Code
CVPR<br><sup>2021</sup>	<sup>MGL</sup>	Mutual Graph Learning for Camouflaged Object Detection <br><sup><sub>Qiang Zhai, Xin Li, Fan Yang, Chenglizhao Chen, Hong Cheng, Deng-Ping Fan</sub></sup>	Paper|Code
CVPR<br><sup>2021</sup>	<sup>PFNet</sup>	Camouflaged Object Segmentation with Distraction Mining <br><sup><sub>Haiyang Mei, Ge-Peng Ji, Ziqi Wei, Xin Yang, Xiaopeng Wei, Deng-Ping Fan</sub></sup>	Paper|Code
IJCAI<br><sup>2021</sup>	<sup>C2FNet</sup>	Context-aware Cross-level Fusion Network for Camouflaged Object Detection <br><sup><sub>Yujia Sun, Geng Chen, Tao Zhou, Yi Zhang, Nian Liu</sub></sup>	Paper|Code
AAAI<br><sup>2021</sup>	<sup>TINet</sup>	Inferring Camouflaged Objects by Texture-Aware Interactive Guidance Network <br><sup><sub>Jinchao Zhu, Xiaoyu Zhang, Shuo Zhang, Junnan Liu</sub></sup>	Paper|Code
AAAI<br><sup>2021</sup>	<sup>-</sup>	CamouFinder: Finding Camouflaged Instances in Images Demo <br><sup><sub>Trung-Nghia Le, Vuong Nguyen, Cong Le, et al.</sub></sup>	Paper/Video
TIFS<br><sup>2021</sup>	<sup>TSPORTNet</sup>	Integrating Part-Object Relationship and Contrast for Camouflaged Object Detection <br><sup><sub>Yi Liu, Dingwen Zhang, Qiang Zhang, and Jungong Han</sub></sup>	Paper|Code
TIE<br><sup>2021</sup>	<sup>D2C-Net</sup>	D2C-Net: A Dual-branch, Dual-guidance and Cross-refine Network for Camouflaged Object Detection <br><sup><sub>Kang Wang, Hongbo Bi, Yi Zhang, Cong Zhang, Ziqi Liu, Shuang Zheng</sub></sup>	Paper|Code
ACCESS<br><sup>2021</sup>	<sup>MirrorNet</sup>	MirrorNet: Bio-Inspired Camouflaged Object Segmentation <br><sup><sub>Jinnan Yan, Trung-Nghia Le, Khanh-Duy Nguyen, Minh-Triet Tran, Thanh-Toan Do, Tam V. Nguyen</sub></sup>	Paper|Proj

Before 2020

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

VCOD

Year	Pub.	Model	Title	Links
2024	TPAMI	<sup>ZoomNeXt</sup>	ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection <br> <sup><sub>Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu</sub></sup>	Offl.|arXiv|<br>Code
2024	IJCV	<sup>RCFF</sup>	The Right Spin: Learning Object Motion from Rotation-Compensated Flow Fields <br> <sup><sub>Pia Bideau, Erik Learned-Miller, Cordelia Schmid, Karteek Alahari</sub></sup>	Offl.|arXiv
2024	TMM	<sup>IMEX</sup>	Implicit-Explicit Motion Learning for Video Camouflaged Object Detection <br> <sup><sub>Wenjun Hui; Zhenfeng Zhu; Guanghua Gu; Meiqin Liu; Yao Zhao</sub></sup>	Paper|Code
2024	CVPR	<sup>TSP-SAM</sup>	Endow SAM with Keen Eyes: Temporal-spatial Prompt Learning for Video Camouflaged Object Detection <br> <sup><sub>Wenjun Hui, Zhenfeng Zhu, Shuai Zheng, Yao Zhao</sub></sup>	Paper|Code
2024	CVPRW	<sup>SAM-PM</sup>	SAM-PM: Enhancing Video Camouflaged Object Detection using Spatio-Temporal Attention <br> <sup><sub>Muhammad Nawfal Meeran, Gokul Adethya T, Bhanu Pratyush Mantha</sub></sup>	Paper|Code
2024	ICASSP	<sup>TMNet</sup>	Tokenmotion: Motion-Guided Vision Transformer for Video Camouflaged Object Detection VIA Learnable Token Selection <br> <sup><sub>Zifan Yu; Erfan Bank Tavakoli; Meida Chen; Suya You; Raghuveer Rao; et al</sub></sup>	Paper|Code
2023	ICCV	<sup>-</sup>	The Making and Breaking of Camouflage <br> <sup><sub>Hala Lamdouar, Weidi Xie, Andrew Zisserman</sub></sup>	Paper|Code
2022	CVPR	<sup>SLTNet</sup>	Implicit Motion Handling for Video Camouflaged Object Detection <sub></sub> <br> <sup><sub>Xuelian Cheng, Huan Xiong, Deng-Ping Fan, et al.</sub></sup>	Paper|Code
2022	CVPR	<sup>QSDI</sup>	A Deeper Dive Into What Deep Spatiotemporal Networks Encode: Quantifying Static vs. Dynamic Information <br> <sup><sub>Matthew Kowal, Mennatullah Siam, Md Amirul Islam, Neil D. B. Bruce, Richard P. Wildes, Konstantinos G. Derpanis</sub></sup>	Offl.|arXiv|<br>Code|Proj
2022	NeurIPS	<sup>OCLR</sup>	Segmenting Moving Objects via an Object-Centric Layered Representation <br> <sup><sub>Junyu Xie, Weidi Xie, Andrew Zisserman</sub></sup>	Paper|Code
2022	TPAMI	<sup>-</sup>	EM-driven unsupervised learning for efficient motion segmentation <br> <sup><sub>Etienne Meunier, Anaïs Badoual, Patrick Bouthemy</sub></sup>	Paper|Code
2021	ICCV	<sup>MG</sup>	Self-supervised Video Object Segmentation by Motion Grouping <br> <sup><sub>Charig Yang, Hala Lamdouar, Erika Lu, Andrew Zisserman, Weidi Xie</sub></sup>	Paper|Code|<br>Proj
2021	BMVC	<sup>SIMO</sup>	Segmenting Invisible Moving Objects <br> <sup><sub>Hala Lamdouar, Weidi Xie, Andrew Zisserman</sub></sup>	Paper|Proj
2020	ACCV	<sup>-</sup>	Betrayed by Motion: Camouflaged Object Discovery via Motion Segmentation <sub></sub> <br> <sup><sub>Hala Lamdouar, Charig Yang, Weidi Xie, Andrew Zisserman</sub></sup>	Paper|Code|<br>Data
2018	TIP	<sup>FWFC</sup>	A Fusion Framework for Camouflaged Moving Foreground Detection in the Wavelet Domain <sub></sub> <br><sup><sub>Shuai Li, Dinei Florencio, Wanqing Li, Yaqin Zhao, Chris Cook</sub></sup>	Paper|Code
2017	IJCV	<sup>modiPNN</sup>	Partially Camouflaged Object Tracking using Modified Probabilistic Neural Network and Fuzzy Energy based Active Contour <br><sup><sub>Ajoy Mondal, Susmita Ghosh, Ashish Ghosh</sub></sup>	Paper|Code
2016	ECCV	<sup>CMS</sup>	It’s Moving! A Probabilistic Model for Causal Motion Segmentation in Moving Camera Videos <sub></sub> <br> <sup><sub>Pia Bideau, Erik Learned-Miller</sub></sup>	Paper|Code

CIS

Year	Pub.	Model	Title	Links
2024	MM	<sup>TPNet</sup>	Text-prompt Camouflaged Instance Segmentation with Graduated Camouflage Learning <br> <sup><sub>Zhentao He, Changqun Xia, Shengye Qiao, Jia Li</sub></sup>	Paper|Code
2024	ApplInt	<sup>MSPNet</sup>	Multi-scale pooling learning for camouflaged instance segmentation <br> <sup><sub>Chen Li, Ge Jiao, Guowen Yue, Rong He & Jiayu Huang</sub></sup>	Paper|Code
2023	MM	<sup>UQFormer</sup>	A Unified Query-based Paradigm for Camouflaged Instance Segmentation <br> <sup><sub>Do Dong, Jialun Pei, Rongrong Gao, Tian-Zhu Xiang, Shuo Wang, Huan Xiong</sub></sup>	Paper|Code
2023	CVPR	<sup>DCNet</sup>	Camouflaged Instance Segmentation via Explicit De-camouflaging <br> <sup><sub>Naisong Luo, Yuwen Pan, Rui Sun, Tianzhu Zhang, Zhiwei Xiong, Feng Wu</sub></sup>	Paper|Code
2023	arXiv	<sup>-</sup>	Leveraging Open-Vocabulary Diffusion to Camouflaged Instance Segmentation <br> <sup><sub>Tuan-Anh Vu, Duc Thanh Nguyen, Qing Guo, Binh-Son Hua, Nhat Minh Chung, Ivor W. Tsang, Sai-Kit Yeung</sub></sup>	Paper|Code
2022	ECCV	<sup>OSFormer</sup>	OSFormer: One-Stage Camouflaged Instance Segmentation with Transformers <br> <sup><sub>Jialun Pei, Tianyang Cheng, Deng-Ping Fan, et al.</sub></sup>	Paper|Code
2022	TIP	<sup>CFL</sup>	Camouflaged Instance Segmentation In-The-Wild: Dataset, Method, and Benchmark Suite <sub></sub> <br> <sup><sub>Trung-Nghia Le, Yubo Cao, Tan-Cong Nguyen, et al.</sub></sup>	Paper|Proj
2021	AAAI	<sup>-</sup>	CamouFinder: Finding Camouflaged Instances in Images Demo <br><sup><sub>Trung-Nghia Le, Vuong Nguyen, Cong Le, et al.</sub></sup>	Paper|Video

WSCOD

Year	Pub.	Model	Title	Links
2024	ECCV	<sup>CamoTeacher</sup>	CamoTeacher: Dual-Rotation Consistency Learning for Semi-Supervised Camouflaged Object Detection WSS COD <br> <sup><sub>Xunfa Lai, Zhiyu Yang, Jie Hu, Shengchuan Zhang, Liujuan Cao, Guannan Jiang, Zhiyu Wang, Songan Zhang, Rongrong Ji</sub></sup>	Paper|Code
2024	ECCV	<sup>WSSCOD</sup>	Learning Camouflaged Object Detection from Noisy Pseudo Label WSS COD <br> <sup><sub>Jin Zhang, Ruiheng Zhang, Yanjiao Shi, Zhe Cao, Nian Liu, Fahad Shahbaz Khan</sub></sup>	Paper|Code
2024	ECCV	<sup>SAM-COD</sup>	SAM-COD: SAM-guided Unified Framework for Weakly-Supervised Camouflaged Object Detection <br> <sup><sub>Huafeng Chen, Pengxu Wei, Guangqian Guo, Shan Gao</sub></sup>	Paper|Code
2024	ECCV	<sup>-</sup>	Just a Hint: Point-Supervised Camouflaged Object Detection Point <sub></sub> <br> <sup><sub>Huafeng Chen, Dian Shao, Guangqian Guo, Shan Gao</sub></sup>	Paper|Code
2023	NeurIPS	<sup>WS-SAM</sup>	Weakly-Supervised Concealed Object Segmentation with SAM-based Pseudo Labeling and Multi-scale Feature Grouping <br> <sup><sub>Chunming He, Kai Li, Yachao Zhang, Guoxia Xu, Longxiang Tang, Yulun Zhang, Zhenhua Guo, Xiu Li</sub></sup>	Paper|Code
2023	AAAI	<sup>CRNet</sup>	Weakly-Supervised Camouflaged Object Detection with Scribble Annotations Scribble <sub></sub> <br> <sup><sub>Ruozhen He, Qihua Dong, Jiaying Lin, Rynson W.H. Lau</sub></sup>	Paper|Code

Zero-Shot COD

RefCOD

Year	Pub.	Model	Title	Links
2024	ICME	<sup>RPMA</sup>	Reference Prompted Model Adaptation for Referring Camouflaged Object Detection <br> <sup><sub>Xuewei Liu; Shaofei Huang; Ruipu Wu; Hengyuan Zhao; Duo Xu; Xiaoming Wei</sub></sup>	Paper|Code
2023	arXiv	<sup>MLKG</sup>	Large Model Based Referring Camouflaged Object Detection <br> <sup><sub>Shupeng Cheng, Ge-Peng Ji, Pengda Qin, Deng-Ping Fan, Bowen Zhou, Peng Xu</sub></sup>	Paper|Code
2023	arXiv	<sup>R2CNet</sup>	Referring Camouflaged Object Detection <sub></sub> <br> <sup><sub>Xuying Zhang, Bowen Yin, Zheng Lin, Qibin Hou, Deng-Ping Fan, Ming-Ming Cheng</sub></sup>	Paper|Code

OVCOS

Year	Pub.	Model	Title	Links
2024	ECCV	<small><sup>OVCoser</sup></small>	Open-Vocabulary Camouflaged Object Segmentation <sub></sub> <br> <sup><sub>Youwei Pang, Xiaoqi Zhao, Jiaming Zuo, Lihe Zhang, Huchuan Lu</sub></sup>	Paper|Code
2023	arXiv	<small><sup>-</sup></small>	Leveraging Open-Vocabulary Diffusion to Camouflaged Instance Segmentation <br> <sup><sub>Tuan-Anh Vu, Duc Thanh Nguyen, Qing Guo, Binh-Son Hua, Nhat Minh Chung, Ivor W. Tsang, Sai-Kit Yeung</sub></sup>	Paper|Code

RGBP COS

Year	Pub.	Model	Title	Links
2024	EAAI	<small><sup>IPNet</sup></small>	IPNet: Polarization-based Camouflaged Object Detection via dual-flow network <sub></sub> <br> <sup><sub>Xin Wang, Jiajia Ding, Zhao Zhang, Junfeng Xu, Jun Gao</sub></sup>	Paper|Code
2023	PRL	<small><sup>PolarNet</sup></small>	Polarization-based Camouflaged Object Detection <sub></sub> <br> <sup><sub>Xin Wang, Zhao Zhang, Jun Gao</sub></sup>	Paper|Code

Other Related

Datasets

Appendix

• Awesome List for Camouflaged Object Detection