Awesome Concealed Object Segmentation

🔥A curated list of awesome Concealed Object Segmentation(COS) works.🔥

Please feel free to offer your suggestions in the Issues and pull requests to add links.

[ Last updated at 2025/01/08 ]

Contents

• Supporting Survey
• Papers
  • Camouflaged Object Detection(COD)
    • Image-level COD
      • Normal-task setting
        • RGB COD
        • RGB-D COD
      • Novel-task setting
    • Video-level COD(VCOD)
      • End-to-end framework
      • Two-step framework
  • Transparent Object Segmentation(TOS)
  • Surface Defect Detection(SDD)
  • Polyp Segmentation(PS)
  • Lung Nodule Detection(LND)
• Datasets
  • COD
  • TOS
  • SDD
  • PS
  • LND
• Related Surveys Recommended
• Reference

Supporting Survey

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
CAAI AIR, 2024. [Paper] [Code]
Nov. 2024

If you find our work useful in your research, please consider citing:

@article{2024CODsurvey,
  title={A Survey of Camouflaged Object Detection and Beyond},
  author={Xiao, Fengyang and Hu, Sujie and Shen, Yuqi and Fang, Chengyu and Huang, Jinfa and He, Chunming and Tang, Longxiang and Yang, Ziyun and Li, Xiu},
  journal={CAAI AIR},
  year={2024}
}

Latest Works Recommended

Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation ProMaC
Jian Hu, Jiayi Lin, Junchi Yan, Shaogang Gong
NeurIPS, 2024. [Paper] [Code]
Sep. 2024

Papers

1. Camouflaged Object Detection(COD)

1.1 Image-level COD

1.1.1 Normal-task setting

Image-level COD methods in normal-task setting use a variety of different strategies, mainly in the following five categories. And we include tags related to core techniques for each item.

• Multi-scale-context (MSC)
• Mechanism-simulation (MS)
• Multi-source information fusion (MSI)
• Multi-task learning (MTL)
• Joint-SOD (JS)

1.1.1.1 RGB COD

Release	Method	Title	Pub.	Links
2024/12	USCOD	Unconstrained Salient and Camouflaged Object Detection Z Zhou, Y Li, C Zhong, J Huang, J Pei, H Tang	arXiv 2024	Paper
2024/11	COMPrompter	COMPrompter: reconceptualized segment anything model with multiprompt network for camouflaged object detection X Zhang, Z Yu, L Zhao, DP Fan, G Xiao	SCIS 2024	Paper/Code
2024/10	PCNet	PlantCamo: Plant Camouflage Detection PlantCamo dataset Jinyu Yang, Qingwei Wang, Feng Zheng, Peng Chen, Aleš Leonardis, Deng-Ping Fan	arXiv 2024	Paper/Code
2024/10	MCRNet	Mamba Capsule Routing Towards Part-Whole Relational Camouflaged Object Detection Dingwen Zhang, Liangbo Cheng, Yi Liu, Xinggang Wang, Junwei Han	arXiv 2024	Paper/Code
2024/09	MM-CamObj MSI MTL	MM-CamObj: A Comprehensive Multimodal Dataset for Camouflaged Object ScenariosMM-CamObj dataset Jiacheng Ruan, Wenzhen Yuan, Zehao Lin, Ning Liao, Zhiyu Li, Feiyu Xiong, Ting Liu, Yuzhuo Fu	arXiv 2024	Paper
2024/09	FGSA-Net MSC MSI	Frequency-Guided Spatial Adaptation for Camouflaged Object Detection Shizhou Zhang, Dexuan Kong, Yinghui Xing, Yue Lu, Lingyan Ran, Guoqiang Liang, Hexu Wang, Yanning Zhang	TMM 2024	Paper
2024/09	GLCONet MSC	GLCONet: Learning Multi-source Perception Representation for Camouflaged Object Detection Yanguang Sun, Hanyu Xuan, Jian Yang, Lei Luo	TNNLS 2024	Paper/Code
2024/09	FSEL MSC MSI	Frequency-Spatial Entanglement Learning for Camouflaged Object Detection Yanguang Sun, Chunyan Xu, Jian Yang, Hanyu Xuan, Lei Luo	ECCV 2024	Paper/Code
2024/09	SDRNet MSC MTL	SDRNet: Camouflaged object detection with independent reconstruction of structure and detail Juwei Guan, Xiaolin Fang, Tongxin Zhu, Weiqi Qian	KBS 2024	Paper/Code
2024/08	ProMaC MSC MSI	Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation Jian Hu, Jiayi Lin, Junchi Yan, Shaogang Gong	NeurIPS 2024	Paper/Code
2024/08	ACUMEN MSI MTL	Unlocking Attributes' Contribution to Successful Camouflage: A Combined Textual and Visual Analysis Strategy COD-TAX datasetHong Zhang, Yixuan Lyu, Qian Yu, Hanyang Liu, Huimin Ma, Ding Yuan, Yifan Yang	ECCV 2024	Paper/Code
2024/08	PSCOD MSC MS	Just a Hint: Point-Supervised Camouflaged Object DetectionP-COD dataset Huafeng Chen, Dian Shao, Guangqian Guo, Shan Gao	ECCV 2024	Paper
2024/08	SAM-COD MSC MSI	SAM-COD: SAM-guided Unified Framework for Weakly-Supervised Camouflaged Object Detection Huafeng Chen, Pengxu Wei, Guangqian Guo, Shan Gao	ECCV 2024	Paper
2024/08	CamoTeacher MSI	CamoTeacher: Dual-Rotation Consistency Learning for Semi-Supervised Camouflaged Object Detection Xunfa Lai, Zhiyu Yang, Jie Hu, Shengchuan Zhang, Liujuan Cao, Guannan Jiang, Zhiyu Wang, Songan Zhang, Rongrong Ji	ECCV 2024	Paper
2024/08	IdeNet MSC MS	IdeNet: Making Neural Network Identify Camouflaged Objects Like Creatures Juwei Guan; Xiaolin Fang; Tongxin Zhu; Zhipeng Cai; Zhen Ling; Ming Yang; Junzhou Luo	TIP 2024	Paper/Code
2024/08	MCA-SAM Adaptor	Multi-scale Contrastive Adaptor Learning for Segmenting Anything in Underperformed Scenes Ke Zhou, Zhongwei Qiu, Dongmei Fu	Neurocomputing 2024	Paper
2024/08	HGINet MSC	Hierarchical Graph Interaction Transformer with Dynamic Token Clustering for Camouflaged Object Detection Siyuan Yao, Hao Sun, Tian-Zhu Xiang, Xiao Wang, Xiaochun Cao	TIP 2024	Paper/Code
2024/08	SAM2-UNet MSC	SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation Xinyu Xiong, Zihuang Wu, Shuangyi Tan, Wenxue Li, Feilong Tang, Ying Chen, Siying Li, Jie Ma, Guanbin Li	arXiv 2024	Paper/Code
2024/08	SAM2-Adapter Adapter	SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More Tianrun Chen, Ankang Lu, Lanyun Zhu, Chaotao Ding, Chunan Yu, Deyi Ji, Zejian Li, Lingyun Sun, Papa Mao, Ying Zang	CoRR 2024	Paper
2024	DCPNet MSC MTL	Dual cross perception network with texture and boundary guidance for camouflaged object detection Yaming Wang, Jiatong Chen, Xian Fang, Mingfeng Jiang, Jianhua Ma	CVIU 2024	Paper
2024/07	Technical Report	Evaluating SAM2's Role in Camouflaged Object Detection: From SAM to SAM2 Lv Tang, Bo Li	arXiv 2024	Paper/Code
2024/07	WSSCOD MSC MSI	Learning Camouflaged Object Detection from Noisy Pseudo Label Jin Zhang, Ruiheng Zhang, Yanjiao Shi, Zhe Cao, Nian Liu, Fahad Shahbaz Khan	ECCV 2024	Paper
2024/07	FocusDiffuser Diffusion Model	FocusDiffuser: Perceiving Local Disparities for Camouflaged Object Detection Jianwei Zhao, Xin Li, Fan Yang, Qiang Zhai, Ao Luo, Zicheng Jiao, Hong Cheng	ECCV 2024	Paper/Code
2024/05	Spider MSI MTL	Spider: A Unified Framework for Context-dependent Concept Segmentation Xiaoqi Zhao, Youwei Pang, Wei Ji, Baicheng Sheng, Jiaming Zuo, Lihe Zhang, Huchuan Lu	ICML 2024	Paper/Code
2024/05	TJNet MSC MS MTL	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	AI 2024	Paper/Code
2024/05	GreenCOD MSC	GreenCOD: A Green Camouflaged Object Detection Method Hong-Shuo Chen, Yao Zhu, Suya You, Azad M. Madni, C.-C. Jay Kuo	arXiv 2024	Paper/Project
2024/05	AGLNet MSC MSI	Adaptive Guidance Learning for Camouflaged Object Detection Zhennan Chen, Xuying Zhang, Tian-Zhu Xiang, Ying Tai	arXiv 2024	Paper/Code
2024/04	FS-CDIS MTL	The Art of Camouflage: Few-shot Learning for Animal Detection and Segmentation CAMO-FS dataset Thanh-Danh Nguyen, Anh-Khoa Nguyen Vu, Nhat-Duy Nguyen, Vinh-Tiep Nguyen, Thanh Duc Ngo, Thanh-Toan Do, Minh-Triet Tran, Tam V. Nguyen	IEEE ACCESS 2024	Paper
2024/04	LAKE-RED Diffusion Model	LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion Pancheng Zhao, Peng Xu, Pengda Qin, Deng-Ping Fan, Zhicheng Zhang, Guoli Jia, Bowen Zhou, Jufeng Yang	CVPR 2024	Paper/Code
2024/04	EANet MSC MTL	Edge Attention Learning for Efficient Camouflaged Object Detection Zijian Liu; Ping Jiang; Lixin Lin; Xiaoheng Deng	ICASSP 2024	Paper
2024/03	EPNet MSC MSI MTL	Edge Perception Camouflaged Object Detection under Frequency Domain Reconstruction Zijian Liu; Xiaoheng Deng; Ping Jiang; Conghao Lv; Geyong Min; Xin Wang	TCSVT 2024	Paper
2024/02	SENet JS MTL	A Simple yet Effective Network based on Vision Transformer for Camouflaged Object and Salient Object Detection Chao Hao, Zitong Yu, Xin Liu, Jun Xu, Huanjing Yue, Jingyu Yang	arXiv 2024	Paper/Code
2024/02	SCLoss loss function	Spatial Coherence Loss for Salient and Camouflaged Object Detection and Beyond Ziyun Yang, Kevin Choy, Sina Farsiu	arXiv 2024	Paper
2024/02	CoFiNet MSC	CoFiNet: Unveiling Camouflaged Objects with Multi-Scale Finesse Cunhan Guo, Heyan Huang	arXiv 2024	Paper
2024/02	CCGNet MSC MTL	Camouflaged Object Detection That Does Not Require Additional Priors Yuchen Dong,Heng Zhou,Chengyang Li,Junjie Xie,Yongqiang Xie and Zhongbo Li	Appl. Sci 2024	Paper
2024/01	HCM MSC	Concealed Object Segmentation with Hierarchical Coherence Modeling Fengyang Xiao, Pan Zhang, Chunming He, Runze Hu, Yutao Liu	CAAI 2023	Paper
2024/01	PRNet MSC MS	Efficient Camouflaged Object Detection Network Based on Global Localization Perception and Local Guidance Refinement Xihang Hu; Xiaoli Zhang; Fasheng Wang; Jing Sun; Fuming Sun	TCSVT 2023	Paper/Code
2024/01	DINet MSC	Decoupling and Integration Network for Camouflaged Object Detection Xiaofei Zhou; Zhicong Wu; Runmin Cong	TMM 2024	Paper
2024/01	CamoFocus MSC MS	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	WACV 2024	Paper/Code
2023/12	GenSAM MSI	Relax Image-Specific Prompt Requirement in SAM: A Single Generic Prompt for Segmenting Camouflaged Objects Jian Hu, Jiayi Lin, Weitong Cai, Shaogang Gong	AAAI 2024	Paper/Code/Project
2023/11	OWinCANet MSC	Cross-level Attention with Overlapped Windows for Camouflaged Object Detection Jiepan Li, Fangxiao Lu, Nan Xue, Zhuohong Li, Hongyan Zhang, Wei He	arXiv 2023	Paper
2023/11	VSCode JS MSI	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	CVPR 2024	Paper/Code
2023/11	CoVP MS	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	ACM MM 2024	Paper/Code
2023/10	FRINet MSC MSI MTL	Frequency Representation Integration for Camouflaged Object Detection Chenxi Xie,Changqun Xia,Tianshu Yu,Jia Li	ACM MM 2023	Paper/Code
2023/10	CINet MSC	Camouflaged object detection with counterfactual intervention Xiaofei Li, Hongying Li, Hao Zhou, Miaomiao Yu, Dong Chen, Shuohao Li, Jun Zhang	Neuro 2023	Paper
2023/10	PrObeD Wrapper	PrObeD: Proactive Object Detection Wrapper Vishal Asnani, Abhinav Kumar, Suya You, Xiaoming Liu	NeurIPS 2023	Paper/Code
2023/10	PFRNet MSC	You Do Not Need Additional Priors in Camouflage Object Detection Yuchen Dong, Heng Zhou, Chengyang Li, Junjie Xie, Yongqiang Xie, Zhongbo Li	arXiv 2023	Paper
2023/09	DCNet MSC MS MTL	Dual-Constraint Coarse-to-Fine Network for Camouflaged Object Detection Guanghui Yue; Houlu Xiao; Hai Xie; Tianwei Zhou; Wei Zhou; Weiqing Yan; etc.	TCSVT 2023	Paper
2023/08	CMNet MSC JS MTL	Finding Camouflaged Objects along the Camouflage Mechanisms Yang Yang; Qiang Zhang	TCSVT 2023	Paper
2023/08	FPNet MSC MS MSI	Frequency Perception Network for Camouflaged Object Detection Runmin Cong, Mengyao Sun, Sanyi Zhang, Xiaofei Zhou, Wei Zhang, Yao Zhao	ACM MM 2023	Paper/Code
2023/08	diffCOD Diffusion Model	Diffusion Model for Camouflaged Object Detection Zhennan Chen, Rongrong Gao, Tian-Zhu Xiang, Fan Lin	ECAI 2023	Paper/Code
2023/08	ZSCOD MSC MTL	Zero-Shot Camouflaged Object Detection Haoran Li; Chun-Mei Feng; Yong Xu; Tao Zhou; Lina Yao; Xiaojun Chang	TIP 2023	Paper
2023/08	JCNet MSC JS MTL	Camouflaged Object Segmentation Based on Joint Salient Object for Contrastive Learning Jiang, Xinhao aPopNetnd Cai, Wei and Ding, Yao and Wang, Xin and Hong, Danfeng and Yang, Zhiyong and Gao, Weijie	TIM 2023	Paper/Code
2023/08	Camouflageator-ICEG MSC MS MTL	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	ICLR 2024	Paper/Code
2023/08	PENet MSC MS MTL	Locate, Refine and Restore: A Progressive Enhancement Network for Camouflaged Object Detection Xiaofei Li; Jiaxin Yang; Shuohao Li; Jun Lei; Jun Zhang; Dong Chen	IJCAI 2023	Paper
2023/08	ASBI MSC MTL	Attention-induced semantic and boundary interaction network for camouflaged object detection Qiao Zhang, Xiaoxiao Sun, Yurui Chen, Yanliang Ge, Hongbo Bi	CVIU 2023	Paper/Code
2023/08	TSFNet MSC MS	Ternary symmetric fusion network for camouflaged object detection Yang Deng, Jianxin Ma, Yajun Li, M. Zhang, L. Wang	API 2023	Paper
2023/08	CINet MSC	A cross-level interaction network based on scale-aware augmentation for camouflaged object detection Ming Ma; Bangyong Sun	TETCI 2023	Paper
2023/08	CamoFourier MSI MTL	Unveiling Camouflage: A Learnable Fourier-based Augmentation for Camouflaged Object Detection and Instance Segmentation Minh-Quan Le, Minh-Triet Tran, Trung-Nghia Le, Tam V. Nguyen, Thanh-Toan Do	arXiv 2023	Paper
2023/08	SCODE MTL	Camouflaged Image Synthesis Is All You Need to Boost Camouflaged Detection Haichao Zhang, Can Qin, Yu Yin, Yun Fu	arXiv 2023	Paper
2023/07	EAMNet MSC MTL	Edge-Aware Mirror Network for Camouflaged Object Detection Dongyue Sun, Shiyao Jiang, Lin Qi	ICME 2023	Paper/Code
2023/07	FDNet MSC	Camouflaged Object Detection with Feature Grafting and Distractor Aware ACOD2K Yuxuan Song, Xinyue Li, Lin Qi	ICME 2023	Paper/Code
2023/07	MRRNet MSC MS	Camouflaged Object Segmentation Based on Matching–Recognition–Refinement Network Xinyu Yan; Meijun Sun; Yahong Han; Zheng Wang	TNNLS 2023	Paper/Code
2023/07	UEDG MTL	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	TMM 2023	Paper/Code
2023/07	UJSCOD-V2 MTL JS	Joint Salient Object Detection and Camouflaged Object Detection via Uncertainty-aware LearningUJSCOD extention Aixuan Li, Jing Zhang, Yunqiu Lv, Tong Zhang, Yiran Zhong, Mingyi He, Yuchao Dai	arXiv 2023	Paper/Code/Project
2023/07	PAD MTL	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	arXiv 2023	Paper
2023/07	PUENet MSC MTL	Predictive Uncertainty Estimation for Camouflaged Object Detection Yi Zhang, Jing Zhang, Wassim Hamidouche, Olivier Deforges	TIP 2023	Paper/Code
2023/07	AGNet MSC MS MTL	Alternate guidance network for boundary-aware camouflaged object detection Jinhao Yu, Shuhan Chen, Lu Lu, Zeyu Chen, Xiuqi Xu, Xuelong Hu & Jinrong Zhu	MVA 2023	Paper
2023/06	OPNet MSC MS	Camouflaged Object Segmentation with Omni Perception Haiyang Mei, Ke Xu, Yunduo Zhou, Yang Wang, Haiyin Piao, Xiaopeng Wei, Xin Yang	IJCV 2023	Paper
2023/06	CFANet MSC	CFANet: A Cross-layer Feature Aggregation Network for Camouflaged Object Detection Qing ZhangWeiqi Yan	ICME 2023	Paper/Code
2023/06	TinyCOD MSC	TINYCOD: Tiny and Effective Model for Camouflaged Object Detection Haozhe Xing; Shuyong Gao; Hao Tang; Tsui Qin Mok; Yanlan Kang; Wenqiang Zhang	ICASSP 2023	Paper/Code
2023/06	OAFormer MSC MS	OAFormer: Occlusion Aware Transformer for Camouflaged Object Detection Xin Yang, Hengliang Zhu, Guojun Mao, Shuli Xing	ICME 2023	Paper/Code
2023/06	Bi-RRNet MSC	Bi-RRNet: Bi-level recurrent refinement network for camouflaged object detection Yan Liu, Kaihua Zhang, Yaqian Zhao, Hu Chen, Qingshan Liu	PR 2023	Paper
2023/06	CABR MSC MTL	Camouflaged object detection based on context-aware and boundary refinement Caijuan Shi, Bijuan Ren, Houru Chen, Lin Zhao, Chunyu Lin & Yao Zhao	API 2023	Paper
2023/05	WS-SAM MSC	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	NeurIPS 2023	Paper/Code
2023/05	CamoDiffusion Diffusion Model	CamoDiffusion: Camouflaged Object Detection via Conditional Diffusion Models Zhongxi Chen, Ke Sun, Xianming Lin, Rongrong Ji	AAAI 2024	Paper/Code
2023/05	BTSNet MSC MS MTL	A bioinspired three-stage model for camouflaged object detection Tianyou Chen, Jin Xiao, Xiaoguang Hu, Guofeng Zhang, Shaojie Wang	arXiv 2023	Paper/Code
2023/04	FLCNet MSC	Camouflaged Object Detection with a Feature Lateral Connection Network Tao Wang, Jian Wang, and Ruihao Wang	Electronics 2023	Paper/Code
2023/04	SAM-Adapter Adapter	SAM Fails to Segment Anything? -- SAM-Adapter: Adapting SAM in Underperformed Scenes: Camouflage, Shadow, and More Tianrun Chen, Lanyun Zhu, Chaotao Ding, Runlong Cao, Yan Wang, Zejian Li, Lingyun Sun, Papa Mao, Ying Zang	arXiv 2023	Paper
2023/04	BCNet MSC MTL	Boundary-guided context-aware network for camouflaged object detection J. Xiao, T. Chen, X. Hu, G. Zhang, S. Wang	Neural Comput 2023	Paper
2023/04	MFNet MSC MTL	Edge-guided camouflaged object detection via multi-level feature integration Kangwei Liu,Tianchi Qiu,Yinfeng Yu,Songlin Li, Xiuhong Li	Sensors 2023	Paper/Code
2023/04	DBFN MSC	Double-branch fusion network with a parallel attention selection mechanism for camouflaged object detection Junjiang Xiang, Qing Pan, Zhengrong Zhang, Songnian Fu & Yuwen Qin	SCIS 2023	Paper
2023/04	FSNet MSC MS	FSNet: Focus Scanning Network for Camouflaged Object Detection Ze Song; Xudong Kang; Xiaohui Wei; Haibo Liu; Renwei Dian; Shutao Li	TIP 2023	Paper/Code
2023/04	CamDiff Diffusion Model	CamDiff: Camouflage image augmentation via diffusion model Diff-COD dataset Xue-Jing Luo, Shuo Wang, Zongwei Wu, Christos Sakaridis, Yun Cheng, Deng-Ping Fan, Luc Van Gool	CAAI AIR 2023	Paper/Code
2023/04	FS-CDIS loss function	The Art of Camouflage: Few-Shot Learning for Animal Detection and SegmentationCAMO-FS dataset Thanh-Danh Nguyen, Anh-Khoa Nguyen Vu, Nhat-Duy Nguyen, Vinh-Tiep Nguyen, Thanh Duc Ngo, Thanh-Toan Do, Minh-Triet Tran, Tam V. Nguyen	IEEE Access 2024	Paper
2023/04	PFNet+ MSC MC	Distraction-aware camouflaged object segmentation Haiyang Mei, Xin Yang, Yunduo Zhou, Ge-Peng Ji, Xiaopeng Wei, and Deng-Ping Fan	SSI 2023	Code/Project
2023/03	Semi-SINet MSC MS MTL	Camouflaged people detection based on a semi-supervised search identification network Yang Liu, Cong-qing Wang, Yong-jun Zhou	Def. Technol. 2023	Paper
2023/03	SARNet MSC MS	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	TCSVT 2023	Paper/Code
2023/03	SAT JS	Nowhere to Disguise: Spot Camouflaged Objects via Saliency Attribute Transfer Wenda Zhao; Shigeng Xie; Fan Zhao; You He; Huchuan Lu	TIP 2023	Paper/Code
2023/02	MSCAF-Net MSC MS	MSCAF-Net: A General Framework for Camouflaged Object Detection via Learning Multi-Scale Context-Aware Features Yu Liu; Haihang Li; Juan Cheng; Xun Chen	TCSVT 2023	Paper/Code
2023/02	FSPNet MSC	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	CVPR 2023	Paper/Code
2023/02	FEDER MSC MTL MSI	Camouflaged Object Detection with Feature Decomposition and Edge Reconstruction Chunming He, Kai Li, Yachao Zhang, Longxiang Tang, Yulun Zhang, Zhenhua Guo, Xiu Li	CVPR 2023	Paper/Code
2023/02	CPNet MSC	Camouflaged Object Detection Based on Ternary Cascade Perception Xinhao Jiang,Wei Cai,Yao Ding, Xin Wang,Zhiyong Yang,Xingyu Di,Weijie Gao	RS 2023	Paper
2022/12	CamoFormer MSC	CamoFormer: Masked separable attention for camouflaged object detection BoFEDERwen Yin, Xuying Zhang, Qibin Hou, Bo-Yuan Sun, Deng-Ping Fan, and Luc Van Gool	TPAMI 2024	Paper/Code
2022/12	AGFNet MSC MTL	AGFNet: Attention Guided Fusion Network for Camouflaged Object Detection Zeyu Zhao, Zhihao Liu & Chenglei Peng	CICAI 2022	Paper
2022/12	DQnet MSC	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	arXiv 2022	Paper
2022/11	FAP-Net MSC MTL	Feature Aggregation and Propagation Network for Camouflaged Object Detection Tao Zhou, Yi Zhou, Chen Gong, Jian Yang, Yu Zhang	TIP 2022	Paper/Code
2022/11	DPSNet MSC MTL	Boundary-aware Camouflaged Object Detection via Deformable Point Sampling Minhyeok Lee, Suhwan Cho, Chaewon Park, Dogyoon Lee, Jungho Lee, Sangyoun Lee	ICEIC 2024	Paper
2022/11	MGL-V2 MTL	MGL: Mutual Graph Learning for Camouflaged Object Detection CVPR21 (MGL) extension Qiang Zhai; Xin Li; Fan Yang; Zhicheng Jiao; Ping Luo; Hong Cheng; Zicheng Liu	TIP 2023	Paper/Code
2022/11	TCU-Net MSC	TCU-Net: Transformer and Convolutional Neural Network-Based Advanced U-Net for Concealed Object Detection Kyeong-Beom Park; Jae Yeol Lee	IEEE Access 2022	Paper
2022/10	FindNet MSC MS MTL	FindNet: Can You Find Me? Boundary-and-Texture Enhancement Network for Camouflaged Object Detection Peng Li, Xuefeng Yan, Hongwei Zhu, Mingqiang Wei, Xiao-Ping Zhang, Jing Qin	TIP 2022	Paper
2022/10	MFFN MSC MS	MFFN: Multi-view Feature Fusion Network for Camouflaged Object Detection Dehua Zheng, Xiaochen Zheng, Laurence T. Yang, Yuan Gao, Chenlu Zhu, Yiheng Ruan	WACV 2023	Paper/Code
2022/10	PreyNet MSC MS MTL	PreyNet: Preying on camouflaged objects M Zhang, S Xu, Yongri Piao, D Shi, S Lin, H Lu	ACM MM 2022	Paper/Code
2022/10	ELDNet MSC MTL	Eldnet: Establishment and Refinement of Edge Likelihood Distributions for Camouflaged Object Detection Chiyuan He; Linfeng Xu; Zihuan Qiu	ICIP 2022	Paper
2022/09	EINet MSC	EINet: camouflaged object detection with pyramid vision transformer Chen Li, Ge Jiao	JEI 2022	Paper
2022/09	MAGNet MSC MC	MAGNet: A Camouflaged Object Detection Network Simulating the Observation Effect of a Magnifier Xinhao Jiang,Wei Cai,Zhili Zhang,Bo Jiang,Zhiyong Yang andXin Wang	Entropy 2022	Paper/Code
2022/08	NCHIT MSC	Camouflaged object detection via Neighbor Connection and Hierarchical Information Transfer Cong Zhang, Kang Wang, Hongbo Bi, Ziqi Liu, Lina Yang	CVIU 2022	Paper
2022/07	CRNet MSC MS	Weakly-Supervised Camouflaged Object Detection with Scribble Annotations S-COD dataset Ruozhen He, Qihua Dong, Jiaying Lin, Rynson W.H. Lau	AAAI 2023	Paper/Code
2022/07	PINet MSC	Finding the Achilles Heel: Progressive Identification Network for Camouflaged Object Detection Mu-Chun Chou, Hung-Jen Chen, Hong-Han Shuai	ICME 2022	Paper/Code
2022/07	BGNet MSC MTL	Boundary-Guided Camouflaged Object Detection Yujia Sun, Shuo Wang, Chenglizhao Chen, Tian-Zhu Xiang	IJCAI 2022	Paper/Code
2022/07	C2FNet-V2 MSC	Camouflaged Object Detection via Context-aware Cross-level Fusion C2FNet Extension Geng Chen, Si-Jie Liu, Yu-Jia Sun, Ge-Peng Ji, Ya-Feng Wu, Tao Zhou	TCSVT 2022	Paper/Code
2022/07	DTC-Net MSC	Deep Texton-Coherence Network for Camouflaged Object Detection Wei Zhai, Yang Cao, HaiYong Xie, Zheng-Jun Zha	TMM 2022	Paper
2022/07	BgNet MSC MTL	Boundary-guided network for camouflage object detection Tianyou Chen, Jin Xiao, Xiaoguang Hu, Guofeng Zhang, Shaojie Wang	KBS 2022	Paper/Code
2022/07	CubeNet MSC MTL	CubeNet: X-shape connection for camouflaged object detection Mingchen Zhuge, Xiankai Lu, Yiyou Guo, Zhihua Cai, Shuhan Chen	PR 2022	Paper/Code
2022/07	TPRNet MSC	TPRNet: camouflaged object detection via transformer-induced progressive refinement network Qiao Zhang, Yanliang Ge, Cong Zhang & Hongbo Bi	TVC 2022	Paper/Code
2022/07	ANSANet MSC	Attention-based Neighbor Selective Aggregation Network for Camouflaged Object Detection Yao Cheng; Hao-Zhou Hao; Yi Ji; Ying Li; Chun-Ping Liu	IJCNN 2022	Paper
2022/07	GMRNet MSC MS	Guided multi-scale refinement network for camouflaged object detection Xiuqi Xu, Shuhan Chen, Xiao Lv, Jian Wang & Xuelong Hu	MTA 2022	Paper
2022/07	DACFNet MSC	Camouflaged Object Detection with Discriminative Information Attention and Cross-level Feature Fusion Xinyue Li; Lin Li; Shiyao Jiang; Miao Yang; Lin Qi	ICIVC 2022	Paper
2022/06	FEMNet MSC MSI	Detecting Camouflaged Object in Frequency Domain Yijie Zhong, Bo Li, Lv Tang, et al.	CVPR 2022	Paper
2022/06	BSA-Net MSC MS MTL	I can find you! Boundary-guided Separated Attention Network for Camouflaged Object Detection Hongwei Zhu, Peng Li, Haoran Xie, Mingqiang Wei, et al.	AAAI 2022	Paper/Code
2022/06	SegMaR MSC MS	Segment, Magnify and Reiterate: Detecting Camouflaged Objects the Hard Way Qi Jia, S. Yao, Yu Liu, et al.	CVPR 2022	Paper/Code
2022/06	ZoomNet MSC MS	Zoom In and Out: A Mixed-scale Triplet Network for Camouflaged Object Detection Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu	CVPR 2022	Paper/Code
2022/06	FBNet MSC MSI	Frequency-aware Camouflaged Object Detection Jiaying Lin, Xin Tan, Ke Xu, Lizhuang Ma, Rynson W.H. Lau	TOMM 2022	Paper
2022/05	DGNet MSC MTL	Deep Gradient Learning for Efficient Camouflaged Object Detection Ge-Peng Ji, Deng-Ping Fan, Yu-Cheng Chou, Dengxin Dai, Alexander Liniger, Luc Van Gool	MIR 2023	Paper/Code
2022/05	LSRNet-V2 MS MTL	Towards Deeper Understanding of Camouflaged Object Detection LSR extension Yunqiu Lv, Jing Zhang, Yuchao Dai, et al.	TCSVT 2023	Paper/Code
2022/05	DTINet MS MTL	Boosting Camouflaged Object Detection with Dual-Task Interactive Transformer Zhengyi Liu, Zhili Zhang, Wei Wu	ICPR 2022	Paper/Code
2022/03	HitNet MSC	High-resolution Iterative Feedback Network for Camouflaged Object Detection Xiaobin Hu, Shuo Wang, Xuebin Qin, Hang Dai, Wenqi Ren, Donghao Luo, Ying Tai, Ling Shao	AAAI 2023	Paper/Code
2022/03	IIE-CIA MSC MS	Toward Accurate Camouflaged Object Detection With In-Layer Information Enhancement and Cross-Layer Information Aggregation Hongbo Bi; Cong Zhang; Kang Wang; Ranwan Wu	TCDS 2022	Paper
2022/01	OCENet MSC MTL	Modeling Aleatoric Uncertainty for Camouflaged Object Detection Jiawei Liu, Jing Zhang, Nick Barnes	WACV 2022	Paper/Code
2021/11	ERRNet MSC MS MTL	Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration Network Ge-Peng Ji, Lei Zhu, Mingchen Zhuge, Keren Fu	PR 2022	Paper/Code
2021/11	POCINet MSC MS	Integrating Part-Object Relationship and Contrast for Camouflaged Object Detection Yi Liu, Dingwen Zhang, Qiang Zhang, and Jungong Han	TIFS 2021	Paper/Code
2021/10	BgCod MSC MTL	Boundary guidance network for camouflage object detection Xiuqi Xu, Mingyu Zhu, Jinhao Yu, Shuhan Chen, Xuelong Hu, Yuequan Yang	IVC 2021	Paper
2021/10	UR-COD MTL	Improving Camouflaged Object Detection with the Uncertainty of Pseudo-edge Labels Nobukatsu Kajiura, Hong Liu, Shin'ichi Satoh	ACM MM 2021	Paper/Code
2021/10	UGTR MTL	Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection Fan Yang, Qiang Zhai, Xin Li, Rui Huang, et al.	ICCV 2021	Paper/Code
2021/07	CODCEF MSC	Cascade and Fusion: A Deep Learning Approach for Camouflaged Object Sensing Kaihong Huang, ORCID,Chunshu Li, Jiaqi Zhang and Beilun Wang	Sensors 2021	Paper/Code
2021/07	ACDNet MSC MS	ACDNet with ASPP for Camouflaged Object Detection Qihui Zhu	ICAIIS 2021	Paper
2021/06	UJSCOD MTL JS	Uncertainty-aware Joint Salient Object and Camouflaged Object Detection Aixuan Li, Jing Zhang, Yunqiu Lv, Bowen Liu, Tong Zhang, Yuchao Dai	CVPR 2021	Paper/Code
2021/06	LSRNet MS MTL	Simultaneously Localize, Segment and Rank the Camouflaged Objects NC4K dataset Yunqiu Lv, Jing Zhang, Yuchao Dai, Aixuan Li, et al.	CVPR 2021	Paper/Code
2021/06	PFNet MSC MS	Camouflaged Object Segmentation with Distraction Mining Haiyang Mei, Ge-Peng Ji, Ziqi Wei, Xin Yang, Xiaopeng Wei, Deng-Ping Fan	CVPR 2021	Paper/Code
2021/06	MGL MTL	Mutual Graph Learning for Camouflaged Object Detection Qiang Zhai, Xin Li, Fan Yang, Chenglizhao Chen, Hong Cheng, Deng-Ping Fan	CVPR 2021	Paper/Code
2021/05	C2FNet MSC	Context-aware Cross-level Fusion Network for Camouflaged Object Detection Yujia Sun, Geng Chen, Tao Zhou, Yi Zhang, Nian Liu	IJCAI 2021	Paper/Code
2021/05	TINet MSC MTL	Inferring Camouflaged Objects by Texture-Aware Interactive Guidance Network Jinchao Zhu, Xiaoyu Zhang, Shuo Zhang, Junnan Liu	AAAI 2021	Paper
2021/05	BASNet MSC	Boundary-Aware Segmentation Network for Mobile and Web Applications Xuebin Qin, Deng-Ping Fan, Chenyang Huang, et al.	arXiv 2021	Paper/Code
2021/03	D2CNet MSC MS	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	TIE 2021	Paper/Code
2021/02	SINet-V2 MSC MS	Concealed Object Detection COD10K dataset Deng-Ping Fan, Ge-Peng Ji, Ming-Ming Cheng, Ling Shao	TPAMI 2022	Paper/Code
2021/02	TANet MSC	Deep Texture-Aware Features for Camouflaged Object Detection Jingjing Ren, Xiaowei Hu, Lei Zhu, Xuemiao Xu, et al.	TCSVT 2021	Paper
2021/01	MCIF-Net MSC	Accurate Camouflaged Object Detection via Mixture Convolution and Interactive Fusion Bo Dong, Mingchen Zhuge, Yongxiong Wang, Hongbo Bi, Geng Chen	arXiv 2021	Paper
2020/07	MirrorNet MS	MirrorNet: Bio-Inspired Camouflaged Object Segmentation Jinnan Yan, Trung-Nghia Le, Khanh-Duy Nguyen, Minh-Triet Tran, Thanh-Toan Do, Tam V. Nguyen	IEEE Access 2021	Paper/Project
2020/04	PDLF Image Generation	Deep Camouflage Images Qing Zhang, Gelin Yin, Yongwei Nie, Wei-Shi Zheng	AAAI 2020	Paper
2020/06	SINet MSC MS	Camouflaged Object Detection COD10K dataset Deng-Ping Fan, Ge-Peng Ji, Guolei Sun, Ming-Ming Cheng, Jianbing Shen, Ling Shao	CVPR 2020	Paper/Code
2019/07	ANet MS MTL	Anabranch network for camouflaged object segmentation CAMO dataset Trung-Nghia Le, Tam V. Nguyen, Zhongliang Nie, Minh-Triet Tran, Akihiro Sugimoto	CVIU 2019	Paper/Code/Project
2018/04	CPDDNet MSC	Detection of People With Camouflage Pattern Via Dense Deconvolution Network CPD1K dataset Yunfei Zheng, Xiongwei Zhang, Feng Wang, Tieyong Cao, Meng Sun, Xiaobing Wang	SPL 2019	Paper/Code

1.1.1.2 RGB-D COD

Release	Method	Title	Pub.	Links
2024/07	DSAM MSI	Exploring Deeper! Segment Anything Model with Depth Perception for Camouflaged Object Detection Zhenni Yu, Xiaoqin Zhang, Li Zhao, Yi Bin, Guobao Xiao	ACM MM 2024	Paper/Code
2024/05	DAF-Net MSC MSI	Depth Awakens: A Depth-perceptual Attention Fusion Network for RGB-D Camouflaged Object Detection Xinran Liua, Lin Qia, Yuxuan Songa, Qi Wen	IVC 2024	Paper/Code
2024/04	RISNet MSC MSI	Depth-Aware Concealed Crop Detection in Dense Agricultural Scenes ACOD-12K dataset Liqiong Wang, Jinyu Yang, Yanfu Zhang, Fangyi Wang, Feng Zheng	CVPR 2024	Paper/Code
2023/10	DaCOD MSI	Depth-aided Camouflaged Object Detection Qingwei Wang,Jinyu Yang,Xiaosheng Yu,Fangyi Wang,Peng Chen,Feng Zheng	ACM MM 2023	Paper/Code
2023/05	XMSNet MSC MSI	Object Segmentation by Mining Cross-Modal Semantics Zongwei Wu, Jingjing Wang, Zhuyun Zhou, Zhaochong An, Qiuping Jiang, Cédric Demonceaux, Guolei Sun, Radu Timofte	ACM MM 2023	Paper/Code
2022/12	PopNet MSI	Source-free depth for object pop-out Zongwei Wu, Danda Pani Paudel, Deng-Ping Fan, Jingjing Wang, Shuo Wang, Cédric Demonceaux, Radu Timofte, Luc Van Gool	ICCV 2023	Paper/Code
2021/06	DCE MTL MSI	Exploring Depth Contribution for Camouflaged Object Detection Mochu Xiang, Jing Zhang, Yunqiu Lv, et al.	arXiv 2021	Paper

1.1.2 Novel-task setting

• Unsupervised camouflaged object segmentation (UCOS)

• Collaborative camouflaged object detection (CoCOD)

• Referring camouflaged object detection (RefCOD)

• Open-vocabulary camouflaged object segmentation (OVCOS)

Release	Method	Title	Pub.	Links	Task
2023/11	OVCoser	Open-Vocabulary Camouflaged Object SegmentationOVCamo dataset Youwei Pang, Xiaoqi Zhao, Jiaming Zuo, Lihe Zhang, Huchuan Lu	ECCV 2024	Paper	OVCOS
2023/11	MLKG	Large Model Based Referring Camouflaged Object Detection Shupeng Cheng, Ge-Peng Ji, Pengda Qin, Deng-Ping Fan, Bowen Zhou, Peng Xu	arXiv 2023	Paper	RefCOD
2023/10	BBNet	Collaborative Camouflaged Object Detection: A Large-Scale Dataset and Benchmark CoCOD8K dataset Cong Zhang, Hongbo Bi, Tian-Zhu Xiang, Ranwan Wu, Jinghui Tong, Xiufang Wang	TNNLS 2023	Paper/Code	CoCOD
2023/06	R2CNet	Referring Camouflaged Object Detection R2C7K dataset Xuying Zhang, Bowen Yin, Zheng Lin, Qibin Hou, Deng-Ping Fan, Ming-Ming Cheng	arXiv 2023	Paper/Code	RefCOD
2023/08	UCOS-DA	Unsupervised Camouflaged Object Segmentation as Domain Adaptation Yi Zhang; Chengyi Wu	ICCVW 2023	Paper/Code	UCOS

1.2 Video-level COD(VCOD)

1.2.1 End-to-end framework

Release	Method	Title	Pub.	Links
2024/09	-	When SAM2 Meets Video Camouflaged Object Segmentation: A Comprehensive Evaluation and Adaptation Yuli Zhou, Guolei Sun, Yawei Li, Luca Benini, Ender Konukoglu	arXiv 2024	Paper
2024/06	SAM-PM	SAM-PM: Enhancing Video Camouflaged Object Detection using Spatio-Temporal Attention Muhammad Nawfal Meeran, Gokul Adethya T, Bhanu Pratyush Mantha	CVPR Ws 2024	Paper/Code
2024/03	EMIP	Explicit Motion Handling and Interactive Prompting for Video Camouflaged Object Detection Xin Zhang, Tao Xiao, Gepeng Ji, Xuan Wu, Keren Fu, Qijun Zhao	arXiv 2024	Paper
2024/02	TSP-SAM	Endow SAM with Keen Eyes: Temporal-spatial Prompt Learning for Video Camouflaged Object Detection Wenjun Hui, Zhenfeng Zhu, Shuai Zheng, Yao Zhao	CVPR 2024	Paper/Code
2024/02	IMEX	Implicit-Explicit Motion Learning for Video Camouflaged Object Detection Wenjun Hui; Zhenfeng Zhu; Guanghua Gu; Meiqin Liu; Yao Zhao	TMM 2024	Paper
2023/11	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, Sanjeev Agarwal, Fengbo Ren	ICASSP 2024	Paper
2023/10	ZoomNeXt	ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu	TPAMI 2024	Paper/Code

1.2.2 Two-step framework

Release	Method	Title	Pub.	Links
2023/09	CAMEVAL	The Making and Breaking of Camouflage camouflage scores function Hala Lamdouar, Weidi Xie, Andrew Zisserman	ICCV 2023	Paper/Code
2022/08	OFS	EM-driven unsupervised learning for efficient motion segmentation Etienne Meunier, Ana¨ıs Badoual, and Patrick Bouthemy.	TPAMI 2022	Paper/Code
2022/07	OCLR	Segmenting Moving Objects via an Object-Centric Layered Representation Junyu Xie, Weidi Xie, Andrew Zisserman.	NeurIPS 2022	Paper
2022/06	SLTNet	Implicit Motion Handling for Video Camouflaged Object Detection MoCA-Mask dataset Xuelian Cheng, Huan Xiong, Deng-Ping Fan, et al.	CVPR 2022	Paper/Code
2022/06	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	CVPR 2022	Paper/Code/Project
2022/03	RCF	The Right Spin: Learning Object Motion from Rotation-Compensated Flow Fields Pia Bideau, Erik Learned-Miller, Cordelia Schmid, et al.	IJCV 2022	Paper
2021/11	SIMO	Segmenting Invisible Moving Objects Hala Lamdouar, Weidi Xie, and Andrew Zisserman.	BMVC 2021	Paper/Project
2021/04	MG	Self-Supervised Video Object Segmentation by Motion Grouping Charig Yang, Hala Lamdouar, Erika Lu, et al.	ICCV 2021	Paper/Code/Project
2020/11	VRS	Betrayed By Motion: Camouflaged Object Discovery via Motion Segmentation MoCA dataset Hala Lamdouar, Charig Yang, Weidi Xie,et al.	ACCV 2020	Paper/Code
2018/12	FMC	Object discovery in videos as foreground motion clustering Christopher Xie, Yu Xiang, Zaid Harchaoui, et al.	CVPR 2019	Paper

2. Transparent Object Segmentation(TOS)

Release	Method	Title	Pub.	Links
2024/01	-	Scanning and Affordance Segmentation of Glass and Plastic Bottles Floris Erich; Noriaki Ando; Yusuke Yoshiyasu	SII 2024	Paper
2023/11	CGSDNet	CGSDNet: Cascade Network with ConvNeXt as Backbone for Glass Surface Detection Zeyuan Chen; Masahiko Mikawa; Makoto Fujisawa	ICAICA 2023	Paper
2023/06	-	A Novel Transparent Object Detection Approach Based on Segmentation-Depth Reconstruction Zhonglin Li; Yang Luo; Yunxiang Jiang; Bi Zhang; Guoli Song; Xingang Zhao; Yiwen Zhao	RCAR 2023	Paper
2023/06	BCNet	Boundary Cue Guidance and Contextual Feature Mining for Glass Segmentation Qiquan Xiao; Yuan Zhang; Xuanya Li; Kai Hu	ICASSP 2023	Paper
2023/03	TROSNet	TROSD: A New RGB-D Dataset for Transparent and Reflective Object Segmentation in Practice Tianyu Sun; Guodong Zhang; Wenming Yang; Jing-Hao Xue; Guijin Wang	TCSVT 2023	Paper
2022/04	-	Glass Segmentation with RGB-Thermal Image Pairs Dong Huo, Jian Wang, Yiming Qian, Yee-Hong Yang	TIP 2023	Paper/Code
2022/03	ClearPose	ClearPose: Large-scale Transparent Object Dataset and Benchmark ClearPose dataset Xiaotong Chen, Huijie Zhang, Zeren Yu, Anthony Opipari, Odest Chadwicke Jenkins	ECCV 2022	Paper/Code
2022/03	Trans4Trans	Trans4Trans: Efficient Transformer for Transparent Object and Semantic Scene Segmentation in Real-World Navigation Assistance Jiaming Zhang; Kailun Yang; Angela Constantinescu; Kunyu Peng; Karin Müller; Rainer Stiefelhagen	TITS 2022	Paper
2021/10	-	Real-time Transparent Object Segmentation Based on Improved DeepLabv3+Zhengguang Xu; Benshan Lai; Li Yuan; Tao Liu	CAC 2021	Paper
2021/01	Trans2Seg	Segmenting Transparent Object in the Wild with Transformer Trans10K-v2 dataset Enze Xie, Wenjia Wang, Wenhai Wang, Peize Sun, Hang Xu, Ding Liang, Ping Luo	IJCAI 2021	Paper/Code
2020/06	GDNet	Don’t Hit Me! Glass Detection in Real-world Scenes GDD dataset Haiyang Mei, Xin Yang, Yang Wang, Yuanyuan Liu, Shengfeng He, Qiang Zhang, Xiaopeng Wei, Rynson W.H. Lau	CVPR 2020	Paper/Code
2020/06	-	Deep Polarization Cues for Transparent Object Segmentation Agastya Kalra, Vage Taamazyan, Supreeth Krishna Rao, Kartik Venkataraman, Ramesh Raskar, Achuta Kadambi	CVPR 2020	Paper
2020/05	-	Single-Stage Semantic Segmentation from Image Labels Nikita Araslanov, Stefan Roth	CVPR 2020	Paper/Code
2020/03	TransLab	Segmenting Transparent Objects in the Wild Trans10K dataset Enze Xie, Wenjia Wang, Wenhai Wang, Mingyu Ding, Chunhua Shen, Ping Luo	ECCV 2020	Paper/Code
2019/11	-	Simultaneous Transparent and Non-Transparent Object Segmentation With Multispectral Scenes Atsuro Okazawa; Tomoyuki Takahata; Tatsuya Harada	IROS 2019	Paper
2018/03	TOM-Net	TOM-Net: Learning Transparent Object Matting from a Single Image TOM-Net dataset Guanying Chen, Kai Han, Kwan-Yee K. Wong	CVPR 2018	Paper/Code
2015/11	TransCut	TransCut: Transparent Object Segmentation from a Light-Field Image TransCut dataset Yichao Xu, Hajime Nagahara, Atsushi Shimada, Rin-ichiro Taniguchi	ICCV 2015	Paper
2011/09	-	Transparent object detection using color image and laser reflectance image for mobile manipulator Zhong Lei; Kazunori Ohno; Masanobu Tsubota; Eijiro Takeuchi; Satoshi Tadokoro	ICRB 2011	Paper

3. Surface Defect Detection(SDD)

Release	Method	Title	Pub.	Links
2023/12	-	Transformer and Feature Enhancement for Lightweight Rail Surface Defect Detection Baoqu Gao; Jing Peng	ITAIC 2023	Paper
2023/11	MFAM-Net	MFAM-Net:A Surface Defect Detection Network for Strip Steel via Multiscale Feature Fusion and Attention Mechanism Qingtian Zeng; Daibai Wei; Xue Zhang; Quan Gan; Qihong Wang; Minghao Zou	NTCI 2023	Paper
2023/11	-	Metal Surface Defect Detection Algorithm Based on Improved YOLOv5 Xiaodong Su; Fengchun Zhang; Yurong Zhang; Hongyan Xu; Xu Chen	ITOEC 2023	Paper
2023/09	-	Improved Yolov5n strip surface defect detection algorithm Lin Tang; Le Cai Cai; Kui Cheng; Xinjie Wang; Chunlan Luo; Yunlong Zhao	SAFEPROCESS 2023	Paper
2023/08	-	Piano Wooden Parts Paint Surface Defect Detection based on YOLO Haoping Li; Zhuhong Jin; Ronghua Meng; Wei Peng; Liuyang Cai	ICBAIE 2023	Paper
2023/03	-	Design of Rail Surface Defect Detection System Based on LabVIEW Machine Vision Han Han; Liguo Tian; Meng Li; Xudong Cui; Chunhu Shang; Shidong Hou	ITNEC 2023	Paper
2023/03	-	A Tiny Defect Detection System for Tire Mold Surfaces Based on Consecutive Frames Yu-Hung Lin; Shanq-Jang Ruan	TIM 2023	Paper
2022/09	-	Surface Defect Detection of Aircraft Glass Canopy Based on Improved YOLOv4 Jing Wang; Siwen Wei; Kexin Wang; Jianhong Li	ISCIT 2022	Paper
2022/07	-	A Deep Learning Based Surface Defect Detection Method with Coarse Granularity for Corrugated Fuel Tubes Zongze Wu; Zizhuo Zhang; Jun Xu; Qiang Ling	CCC 2022	Paper
2022/07	-	Surface Defect Detection of Steel Products Based on Improved YOLOv5 Yajiao Liu; Jiang Wang; Haitao Yu; Fulong Li; Lifeng Yu; Chunhui Zhang	CCC 2022	Paper
2022/06	-	A Surface Fatal Defect Detection Method for Magnetic Tiles based on Semantic Segmentation and Object Detection Zedong Zhu; Peiyuan Zhu; Jiaxing Zeng; Xiang Qian	ITAIC 2022	Paper
2021/03	-	A Learning-Based Surface Defect Detection Method for Internal Surfaces of Bellows Zizhuo Zhang; Jun Xu; Song Wang; Feng Li; Qiang Ling	CCDC 2021	Paper
2021/03	-	Surface Defects Detection and Identification of Lithium Battery Pole Piece Based on Multi-Feature Fusion and PSO-SVM Changlu Xu; Linsheng Li; Jiwei Li; Chuanbo Wen	IEEE Access	Paper
2021/01	-	A Detection and Identification Method Based on Machine Vision for Bearing Surface Defects Zhengyan Gu; Xiaohui Liu; Lisheng Wei	ICCCR 2021	Paper
2020/10	-	Sanitary Ceramic Surface Defect Detection Method Based on Neighborhood Pixel Gray Information Jingfan Hang; Xianqiang Yang; Xinghu Yu	IECON 2020	Paper
2019/11	-	A visual detection method of tile surface defects based on spatial-frequency domain image enhancement and region growing Guofeng Zou; Taotao Li; Guangya Li; Xiang Peng; Guixia Fu	CAC 2019	Paper
2019/03	-	Segmentation Based Deep-Learning Approach for Surface Defect Detection KolektorSDD dataset Domen Tabernik, Samo Šela, Jure Skvarč, Danijel Skočaj	J Intell Manuf 2019	Paper
2018/09	-	Fast Surface Defect Detection Using Improved Gabor Filters Jiaxu Ma; Yuxi Wang; Chen Shi; Cewu Lu	ICIP 2018	Paper
2018/06	-	Surface Defect Detection Based on Gradient LBP Xiaojing Liu; Feng Xue; Lu Teng	ICIVC 2018	Paper
2012/10	-	Unsupervised detection of surface defects: A two-step approach Jiwon Choi; Changick Kim	ICIP 2012	Paper

4. Polyp Segmentation(PS)

Release	Method	Title	Pub.	Links
2024/01	CCFNet	Cross-level Context Fusion Network for Polyp Segmentation in Colonoscopy Images Duanfang Cai; Kongcai Zhan; Youguo Tan; Xiaoyan Chen; Heng Luo; Guangyu Li	IEEE Access	Paper
2024/01	DUSFormer	DUSFormer: Dual-Swin Transformer V2 Aggregate Network for Polyp Segmentation Zhangrun Xia; Jingliang Chen; Chengzhun Lu	IEEE Access	Paper
2023/12	HybridVPS	HybridVPS: Hybrid-Supervised Video Polyp Segmentation Under Low-Cost Labels Wenxue Li; Xinyu Xiong; Siying Li; Fugui Fan	SPL 2023	Paper
2023/12	UDnet	UDnet: A Polyp Image Segmentation Method Based on Derivative Network Mengxin Li; Donghui Piao; Baofeng Wang	ICEACE 2023	Paper
2023/12	-	DeeplabV3+ Driven Polyp Segmentation: Advancing Colonoscopy Diagnosis Nabil Ahmed; MD. Naimujjaman; Mahbuba Akhter; Hasan Monir	ICCIT 2023	Paper
2023/10	S2ME	S2ME: Spatial-Spectral Mutual Teaching and Ensemble Learning for Scribble-Supervised Polyp Segmentation An Wang, Mengya Xu, Yang Zhang, Mobarakol Islam & Hongliang Ren	MICCAI 2023	Paper/Code
2023/04	-	Enhancing Polyp Segmentation Generalizability by Minimizing Images’ Total Variation Mahmood Haithami; Amr Ahmed; Iman Yi Liao; Hamid Jalab	ISBI 2023	Paper
2023/04	PST-Net	Unpaired Image-to-Image Translation Based Domain Adaptation for Polyp Segmentation Xinyu Xiong; Siying Li; Guanbin Li	ISBI 2023	Paper
2023/04	FPN	An Accurate Polyp Segmentation Framework via Feature Secondary Fusion Yanzhou Su; Qingsong Xie; Jin Ye; Junjun He; Jian Cheng	ISBI 2023	Paper
2023/04	-	Go To The Right: A Real-Time and Accurate Polyp Segmentation Model for Practical Use Yanzhou Su; Changjian Deng; Zhongying Deng; Jin Ye; Junjun He; Jian Cheng	ISBI 2023	Paper
2022/09	LDNet	Lesion-aware Dynamic Kernel for Polyp Segmentation Ruifei Zhang, Peiwen Lai, Xiang Wan, De-Jun Fan, Feng Gao, Xiao-Jian Wu & Guanbin Li	MICCAI 2022	Paper/Code
2022/09	SSFormer	Stepwise Feature Fusion: Local Guides Global Jinfeng Wang, Qiming Huang, Feilong Tang, Jia Meng, Jionglong Su & Sifan Song	MICCAI 2022	Paper/Code
2022/09	LDNet	Lesion-Aware Dynamic Kernel for Polyp Segmentation Ruifei Zhang, Peiwen Lai, Xiang Wan, De-Jun Fan, Feng Gao, Xiao-Jian Wu & Guanbin Li	MICCAI 2022	Paper/Code
2022/09	SSTAN	Semi-supervised Spatial Temporal Attention Network for Video Polyp Segmentation Xinkai Zhao, Zhenhua Wu, Shuangyi Tan, De-Jun Fan, Zhen Li, Xiang Wan & Guanbin Li	MICCAI 2022	Paper/Code
2022/09	TRFRNet	Task-Relevant Feature Replenishment for Cross-Centre Polyp Segmentation Task-Relevant Feature Replenishment for Cross-Centre Polyp Segmentation	MICCAI 2022	Paper/Code
2022/09	PPFormer	Using Guided Self-Attention with Local Information for Polyp Segmentation Linghan Cai, Meijing Wu, Lijiang Chen, Wenpei Bai, Min Yang, Shuchang Lyu & Qi Zhao	MICCAI 2022	Paper
2022/09	CPC-Trans	Toward Clinically Assisted Colorectal Polyp Recognition via Structured Cross-Modal Representation Consistency Weijie Ma, Ye Zhu, Ruimao Zhang, Jie Yang, Yiwen Hu, Zhen Li & Li Xiang	MICCAI 2022	Paper/Code
2022/09	CT	Contrastive Transformer-Based Multiple Instance Learning for Weakly Supervised Polyp Frame Detection Yu Tian, Guansong Pang, Fengbei Liu, Yuyuan Liu, Chong Wang, Yuanhong Chen, Johan Verjans & Gustavo Carneiro	MICCAI 2022	Paper/Code
2022/09	BoxPolyp	BoxPolyp: Boost Generalized Polyp Segmentation Using Extra Coarse Bounding Box Annotations Jun Wei, Yiwen Hu, Guanbin Li, Shuguang Cui, S. Kevin Zhou & Zhen Li	MICCAI 2022	Paper
2022/08	BCNet	Boundary Constraint Network With Cross Layer Feature Integration for Polyp Segmentation Guanghui Yue, Wanwan Han, Bin Jiang, Tianwei Zhou, Runmin Cong, Tianfu Wang	IEEE JHBI 2022	Paper
2022/05	TGANet	TGANet: Text-Guided Attention for Improved Polyp Segmentation Nikhil Kumar Tomar, Debesh Jha, Ulas Bagci, Sharib Ali	MICCAI 2022	Paper/Code
2022/03	DCRNet	Duplex Contextual Relation Network For Polyp Segmentation Zijin Yin; Kongming Liang; Zhanyu Ma; Jun Guo	ISBI 2022	Paper/Code
2022/03	CoFo	Adversarial Contrastive Fourier Domain Adaptation for Polyp Segmentation Ta Duc Huy; Hoang Cao Huyen; Chanh D. T. Nguyen; Soan T. M. Duong; Trung Bui; Steven Q. H. Truong	ISBI 2022	[Paper]([Adversarial Contrastive Fourier Domain Adaptation for Polyp Segmentation )/Code
2021/03	AAU-Net	Asymmetric Attention Upsampling: Rethinking Upsampling For Biological Image Segmentation Chunyu Dong; Qunfei Zhao; Kun Chen; Xiaolin Huang	ISBI 2021	Paper
2020/03	SSN	SSN: A Stair-Shape Network for Real-Time Polyp Segmentation in Colonoscopy Images Ruiwei Feng; Biwen Lei; Wenzhe Wang; Tingting Chen; Jintai Chen; Danny Z. Chen; Jian Wu	ISBI 2020	Paper
2019/04	-	Polyp Tracking in Video Colonoscopy Using Optical Flow With an On-The-Fly Trained CNN Polyp Tracking in Video Colonoscopy Using Optical Flow With an On-The-Fly Trained CNN	ISBI 2019	Paper

5. Lung Nodule Detection(LND)

Release	Method	Title	Pub.	Links
2023/10	-	Detection and Localization of Lung Nodules by Accelerating Multi-dimensional Images using Graph Data Science Akhila Thejaswi R; Bellipady Shamantha Rai; Permanki Guthu Rithesh Pakkala; Niranjan Bhat; Nishanth V Poojary, etc.	DISCOVER 2023	Paper
2023/08	-	Lung Nodule Classification Using MobileNet Transfer Learning Rajdeep Ghosh; Adnan Ahamed; Bikash Sadhukhan; Nabanita Das	ICSCC 2023	Paper
2023/04	CdcSegNet	CdcSegNet: Automatic COVID-19 Infection Segmentation From CT Images Ju Zhang; Dechen Chen; Dong Ma; Changgang Ying; Xiaoyan Sun; Xiaobing Xu; Yun Cheng	TIM 2023	Paper
2022/12	MHSnet	MHSnet: Multi-head and Spatial Attention Network with False-Positive Reduction for Lung Nodule Detection Juanyun Mai; Minghao Wang; Jiayin Zheng; Yanbo Shao; Zhaoqi Diao; Xinliang Fu; Yulong Chen; Jianyu Xiao; Jian You; Airu Yin; Yang Yang; Xiangcheng Qiu; Jinsheng Tao;Bo Wang; Hua Ji	BIBM 2022	Paper
2022/10	-	A Coarse-to-Fine Morphological Approach with Knowledge-Based Rules and Self-Adapting Correction for Lung Nodules Segmentation Xinliang Fu; Jiayin Zheng; Juanyun Mai; Yanbo Shao; Minghao Wang; Linyu Li; Zhaoqi Diao; Yulong Chen; Jianyu Xiao, etc.	ICIP 2022	Paper
2022/10	RACN	Semi-Supervised Adversarial Learning for Improving the Diagnosis of Pulmonary Nodules Yu Fu; Peng Xue; Taohui Xiao; Zhili Zhang; Youren Zhang; Enqing Dong	JBHI 2023	Paper
2022/09	-	Multi-Label Softmax Networks for Pulmonary Nodule Classification Using Unbalanced and Dependent Categories Le Yi; Lei Zhang; Xiuyuan Xu; Jixiang Guo	TMI 2023	Paper
2022/08	LSSANet	LSSANet: A Long Short Slice-Aware Network for Pulmonary Nodule Detection Rui Xu, Yong Luo, Bo Du, Kaiming Kuang, Jiancheng Yang	MICCAI 2022	Paper/Code
2021/03	SANet	SANet: A Slice-Aware Network for Pulmonary Nodule Detection PN9 dataset Domen Tabernik, Samo Šela, Jure Skvarč, Danijel Skočaj	TPAMI 2021	Paper/Code
2020/01	-	Detection and Recognition of Lung Nodules in Medical Images Using Chaotic Ant Colony Algorithm Jinxia Li; Hongbo Zhao; Yanni Yang	ICMTMA 2020	Paper
2018/10	MV-KBC	Knowledge-based Collaborative Deep Learning for Benign-Malignant Lung Nodule Classification on Chest CT Yutong Xie; Yong Xia; Jianpeng Zhang; Yang Song; Dagan Feng; Michael Fulham; Weidong Cai	TMI 2019	Paper
2018/03	DeepLung	DeepLung: Deep 3D Dual Path Nets for Automated Pulmonary Nodule Detection and Classification Wentao Zhu; Chaochun Liu; Wei Fan; Xiaohui Xie	WACV 2018	Paper
2016/03	ConvNets	Pulmonary Nodule Detection in CT Images: False Positive Reduction Using Multi-View Convolutional Networks Arnaud Arindra Adiyoso Setio; Francesco Ciompi; Geert Litjens; Diagnostic Image Analysis Group, Radboud University Medical Center, Nijmegen, The Netherlands , etc.	TMI 2016	Paper
2014/08	-	Artificial neural network-based classification system for lung nodules on computed tomography scans Emre Dandıl; Murat Çakiroğlu; Ziya Ekşi; Murat Özkan; Özlem Kar Kurt; Arzu Canan	SoCPaR 2014	Paper

Datasets

1. Camouflaged Object Detection(COD)

The basic information of both image-level and video-level COD datasets.

• Level: data type of dataset, i.e., Image(I) and Video(V).
• Train/Test: number of samples for training/testing, e.g., images for image dataset or frames for video dataset.
• Resolution: image or frame resolution, some may be a range from the smallest area to the largest area.
• Objects
  • object categories of datasets.
  • **N. Cam. **: whether collecting non-camouflaged samples.
• Labels
  • Cls.: whether providing classification labels for Camouflaged Objects Classification(COCls). If so, the number of categories are provided.
  • Fix.: whether providing fixation annotation for Camouflaged Objects Localization(COL).
  • B. Box: whether providing bounding box labels.
  • Obj.: whether providing object-level segmentation masks.
  • Ins.: whether providing instance-level segmentation masks for Camouflaged Instance Segmentation (CIS).
  • Ran.: whether providing ranking labels for Camouflaged Instance Rank (CIR).
  • Scr.: whether providing weakly-supervised labels in scribbled form.
  • Gro.: whether providing corresponding category annotation within group images for Collaborative Camouflaged Object Detection (CoCOD).
  • Ref.: whether providing referring images for Referring Camouflaged Object Detection (RefCOD).
  • Uns.: whether providing unseen classes for Open-Vocabulary Camouflaged Object Segmentation (OVCOS).

Name	Year	Pub.	Level	Statistics Total | Train | Test	Resolution	Objects	Labels
OVCamo	2023	arXiv	I	11483 | 7713 | 3770	300x199~2976x3968	animals&humans	Cls.(75) Obj. Uns.
R2C7K	2023	arXiv	I	6615 | - | -	Camo: 300x199~2976x3968 Ref: 240x320~9500x9500	animals&humans N.Cam	Cls.(64) Obj. Ref.
CoCOD8K	2023	TNNLS	I	8528 | 5933 |2595	154x156~5184x3456	animals&humans	Cls.(70) Obj. Gro.
CDS2K	2023	VI	I	2492 | 0 |2492	322x320~1024x1024	industrial defect N.Cam.	Cls.(18) B.Box Obj.
CAM-LDR	2023	TCSVT	I	6066 | 4040 |2026	155x155~7360x4912	animals&humans	Fix. Obj. Ins. Ran.
S-COD	2023	AAAI	I	4040 | 4040 | 0	155x155~7360x4912	animals&humans	Scr.
COD10K	2022	TPAMI	I	10000 | 6000 | 4000	300x199~2976x3968	animals&humans N.Cam	Cls.(78) B.Box Obj. Ins.
CAMO++	2022	TIP	I	5500 | 3500 | 2000	unreleased	animals&humans N.Cam	Cls.(93) B.Box Obj. Ins.
MoCA-Mask	2022	CVPR	V	22939 | 19313 | 3626	480x360~1920x1080	animals	Cls.(44) B.Box Obj.
CAM-FR	2021	CVPR	I	2280 | 2000 | 280	155x155~7360x4912	animals&humans	Fix. Obj. Ins. Ran.
NC4K	2021	CVPR	I	4121 | 0 | 4121	354x268~1280x960	animals	Obj. Ins.
MoCA	2020	ACCV	V	37250 | 0 | 37250	480x360~1920x1080	animals	Cls.(67) B.Box
CAMO-COCO	2019	CVIU	I	2500 | 2000 | 500	154x156~7360x4912	animals&humans N.Cam.	Obj.
CPD1K	2018	SPL	I	1000 | 0 | 1000	854x480	people	Obj.
CHAMELEON	2017	-	I	76 | 0 | 76	450x300~2304x3456	animals	Obj.
CAD2016	2016	ECCV	V	836 | 0 | 836	640x360	animals	Cls.(6) Obj.

2. Transparent Object Segmentation(TOS)

Name	Year	Pub.	Links	level
ClearPose	2022	ECCV	Paper	Image
Trans10K-v2	2021	IJCAI	Paper	Image
GDD	2020	CVPR	Paper	Image
Trans10K	2020	ECCV	Paper	Image
TOM-Net	2018	CVPR	Paper	Image
TransCut	2015	ICCV	Paper	Image

3. Surface Defect Detection(SDD)

Name	Year	Pub.	Links	level
MVTecAD	2021	IJCV	Paper	Image
NEU (spot defect)	2021	TIM	Paper	Image
MagneticTile defect	2020	VC	Paper	Image
KolektorSDD	2019	CVPR	Paper	Image
NEU (steel pit defect)	2019	TIM	Paper	Image
CrackForest	2016	TITS	Paper	Image
NEU (oil pollution defect)	2014	ISIJ	Paper	Image
DAGM	-	-	Webpage	Image

4. Polyp Segmentation(PS)

Name	Year	Pub.	Links	level
LDPolypVideo	2021	MICCAI	Paper	Video
Kvasir-SEG	2020	MMM	Paper	Image
EndoScene	2017	J HEALTHC ENG	Paper	Image
CVC-ColonDB	2016	IEEE TMI	Paper	Image
CVC-ClinicDB	2015	CMIG	Paper	Image
ETIS	2013	Int J Comput Assist Radiol Surg	Paper	Image
ASU-Mayo	-	-	Webpage	Image

5. Lung Nodule Detection(LND)

Name	Year	Pub.	Links	level
PN9	2021	TPAMI	Paper	Image

Related Surveys Recommended

A Survey of Camouflaged Object Detection and Beyond COD
arxiv 2024. [Paper] [Code]
Aug. 2024

Advances in deep concealed scene understanding COD CDS2K dataset
VI 2023. [Paper] [Code]
Aug. 2023

A systematic review of image-level camouflaged object detection with deep learning COD
Neucom 2024. [Paper]
Jan. 2024

Rethinking Camouflaged Object Detection: Models and Datasets COD
TCSVT 2021. [Paper]
Nov. 2021

Advancements in Optimization Algorithms for Lung Nodule Detection and Classification: A Review LND
ICOTL 2023. [Paper]
Dec. 2023

Detection of Lung Nodules using Convolution Neural Network: A Review LND
ICIRCA 2020. [Paper]
Jul. 2020

Reference

SINet-V2/AWESOME_COD_LIST.md

visionxiang/awesome-camouflaged-object-detection

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