Awesome Concealed Object Segmentation [](https://github.com/ChunmingHe/awesome-concealed-object-segmentation)

January 8, 2026 · View on GitHub

🔥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 2025/02/12 ]

Contents

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}
}

RUN: Reversible Unfolding Network for Concealed Object Segmentation RUN
Chunming He, Rihan Zhang, Fengyang Xiao, Chengyu Fang, Longxiang Tang, Yulun Zhang, Linghe Kong, Deng-Ping Fan, Kai Li, Sina Farsiu
ICML. [Paper]
Jan. 2025

Integrating Extra Modality Helps Segmentor Find Camouflaged Objects Well MultiCOS
Chengyu Fang, Chunming He, Longxiang Tang, Yuelin Zhang, Chenyang Zhu, Yuqi Shen, Chubin Chen, Guoxia Xu, Xiu Li
ArXiv. [Paper]
Jan. 2025

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 settings use a variety of different strategies, mainly in the following five categories. 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
ReleaseMethod
Title		Pub.Links
2026/04GCNetTowards camouflaged object detection via global guidance and cascading refinement
Dan Wu, Mengyin Wang, Fuming Sun		Displays
2026		Paper/Code
2026/03CFF-KDNetCFF-KDNet: Cross-scale feature fusion network with knowledge distillation for camouflaged object detection
Bo Cai , Houjie Li , Yanping Yang , Jin Yan		ESWA
2026		Paper/Code
2026/03DSANetDSANet: Deep surrounding-aware network for camouflaged object detection via cross-refinement mirror strategy
Xu Li, Xiaosheng Yu , Peng Chen		ESWA
2026		Paper/Code
2026/02AMCFNetAttention and mask-guided context fusion network for camouflaged object detection
Qiuying Han , Shaohui Zhang , Peng Wang		IVC
2026		Paper
2026/02SDNetSDNet: A two-stage segmentation-diffusion network for camouflaged object detection
Hongliang Zhang, Sanxin Jiang		ASC
2026		Paper
2026/01C2NetCamouflage-aware low-light enhancement and cross-attentional Mamba fusion for RGB-P camouflaged object detection
Weiyun Liang , Chunyuan Chen , Jing Xu , Bin Wang , Donglin Wang		Displays
2026		Paper/Code
2026/01CamoSSRCamoSSR: A unified framework with energy-based scanning and cognitive reasoning for camouflaged object detection
Yitong Liu , Jindong Zhang a , Yiming Wang , Jingyi Jin		Neuro
2026		Paper
2026/01DONetDual-optimized two-stage Camouflaged Object Detection
Sanxin Jiang, Hongliang Zhang, Changde Ding		JVCI
2026		Paper
2026/01RFF-NetRecursive feedback-based feature refinement network for camouflaged object detection
Yu Liu, Qiang Dai, Haiyu Liao, YaoRui Tang, Xiaohui Luo		DSP
2026		Paper
2025/12ARNet-v2Assisted Refinement Network Based on Channel Information Interaction for Camouflaged and Salient Object Detection
Kuan Wang, Yanjun Qin, Mengge Lu, Liejun Wang, Xiaoming Tao		arXiv
2025		Paper/Code
2025/12DeepCamNetDeepCamNet: Deep Learning-based Camouflaged ObjectDetection Network Using DeepLabV3 with Lightweight andDeep Backbones
pratibha waghale; LALIT DAMAHE		SSRN
2025		Paper
2025/12FANetFeature aware network for camouflaged object detection
Junchao Ren, Chunhua Zhu, Sen Xu, Yuehong Gong		ICWCSG
2025		Paper
2025/12MENetCamouflaged Object Detection with boundary localization in complex backgrounds
Guangjian Zhang, Zhengming Yang, Yong Wang , Yuliang Chen, Duoqian Miao		EAAI
2025		Paper/Code
2025/11APGNetAPGNet: Adaptive Prior-Guided for Underwater Camouflaged Object Detection
Xinxin Huang, Han Sun, Junmin Cai, Ningzhong Liu, Huiyu Zhou		ACM
2025		Paper
2025/11ARPNetARPNet: Adaptive Reliable Points Selection Network for Camouflaged Object Detection
Ningning Bai; Xinguang Huo		SPL
2025		Paper
2025/11BDA-NetBoundary-Guided Differential Attention: Enhancing Camouflaged Object Detection Accuracy
Hongliang Zhang, Bolin Xu and Sanxin Jiang		MDPI
2025		Paper
2025/11BCPCyber physical solutions for aquatic monitoring using YOLO with BCP loss for intelligent underwater camouflaged object detection
Huynh Nguyen-Ngoc, Choonsung Shin, Sunghee Hong & Hieyong Jeong		Sci.Rep
2025		Paper
2025/11C3NetC3Net: Context-Contrast Network for Camouflaged Object Detection
Baber Jan, Aiman H. El-Maleh, Abdul Jabbar Siddiqui, Abdul Bais, Saeed Anwar		arXiv
2025		Paper/Code
2025/11InDReCTInDReCT: Intra-domain dual reconstruction for cross-domain transfer in camouflaged object detection
Guowen Yue, Ge Jiao, Fangyan Wang		KBS
2025		Paper/Code
2025/11MambaCODMambaCOD: Camouflaged object detection with state-space model
Zhouyong Liu, Taotao Ji, Chunguo Li, Yongming Huang, Luxi Yang		Neuro
2025		Paper
2025/11MSRNetMSRNet: A Multi-Scale Recursive Network for Camouflaged Object Detection
Leena Alghamdi, Muhammad Usman, Hafeez Anwar, Abdul Bais, Saeed Anwar		arXiv
2025		Paper/Code
2025/11NSNPVPNetThe parallel visual perception network based on nonlinear spiking neural P systems for camouflaged object detection
Nan Zhou, Hong Peng, Zhicai Liu		KBS
2025		Paper/Code
2025/11RefOnceRefOnce: Distilling References into a Prototype Memory for Referring Camouflaged Object Detection
Yu-Huan Wu, Zi-Xuan Zhu, Yan Wang, Liangli Zhen, Deng-Ping Fan		arXiv
2025		Paper/Code
2025/11RFMNetReferring Camouflaged Object Detection With Multi-Context Overlapped Windows Cross-Attention
Yu Wen, Shuyong Gao, Shuping Zhang, Miao Huang, Lili Tao, Han Yang, Haozhe Xing, Lihe Zhang, Boxue Hou		arXiv
2025		Paper
2025/11SAM3-AdapterSAM3-Adapter: Efficient Adaptation of Segment Anything 3 for Camouflage Object Segmentation, Shadow Detection, and Medical Image Segmentation
Tianrun Chen, Runlong Cao, Xinda Yu, Lanyun Zhu, Chaotao Ding, Deyi Ji, Cheng Chen, Qi Zhu, Chunyan Xu, Papa Mao, Ying Zang		arXiv
2025		Paper
2025/11Ulcod-netUlcod-net: an ultra-lightweight camouflage object detection framework with gated multi-level feature fusion and dual-constraint refinement
He Xiao, Ziyang Liu, Fugui Luo, Xue Chen & Liping Deng		CIS
2025		Paper
2025/11multi-scale fusionMulti-scale spatial-frequency fusion for camouflaged object detection
Yuqiao Song, Benyi Zhang & Peng Li		SIVP
2025		Paper
2025/10ARMEnhancing Prompt Generation with Adaptive Refinement for Camouflaged Object Detection
Xuehan Chen, Guangyu Ren, Tianhong Dai, Tania Stathaki, Hengyan Liu		ICCV
2025		Paper
2025/10BECNetBilateral Enhanced Complementary Network for Camouflaged Object Detection
Yejing Guo; Ziqi Wang; Xia Yuan; Chunxia Zhao		ICME
2025		Paper
2025/10CODIBLearning Compact Representations with an Information Bottleneck for Camouflaged Object Detection
Guanyi Li; Junjie Zhang; Rui Gao; Wubang Yuan; Gloria Jin; Dan Zeng		TMM
2025		Paper/Code
2025/10DCIFNetDual-Branch Cross-Layer Information Flow Network for Camouflaged Object Detection in Complex Scenes
Yuan Cao, Dong Wang		TOMM
2025		Paper/Code
2025/10DSNetDistraction Suppression and Feature Modulation Network for Camouflaged Object Detection
Han Lyu; Meijun Sun; Haowei Ran; Yipu Liu; Xinyu Yan; Zheng Wang		ICME
2025		Paper
2025/10ECNetECNet: An edge-guided and cross-image perception network for collaborative camouflaged object detection
Shiyuan Li, Hongbo Bi, Disen Mo, Cong Zhang, Yue Li		IVC
2025		Paper
2025/10ESNetEdge-guided semantic-aware network for camouflaged object detection with PVTv2
Hongbo Bi, Jianing Yu, Disen Mo, Shiyuan Li, Cong Zhang		IVC
2025		Paper
2025/10ESCNetESCNet:Edge-Semantic Collaborative Network for Camouflaged Object Detection
Sheng Ye, Xin Chen, Yan Zhang, Xianming Lin, Liujuan Cao		ICCV
2025		Paper
2025/10FBD-Net-CODBoosting Foreground-Background Disentanglement for Camouflaged Object Detection
Jiesheng Wu, Fangwei Hao, Jing Xu		ACM
2025		Paper/Code
2025/10LiPFrom Language to Instance: Generative Visual Prompting for Zero-shot Camouflaged Object Detection
Zihou Zhang, Hao Li, Zhengwei Yang, Zechao Hu, Liang Li, Zheng Wang		ACM
2025		Paper
2025/10PRLNetProgressive Representation Learning for Weakly-Supervised Camouflaged Object Detection
Shuyong Gao, Qianyu Guo, Yu'ang Feng, Chunyuan Chen, Xujun Wei, Yan Wang, Wenqiang Zhang		ACM
2025		Paper/Code
2025/10RISEBeyond Single Images: Retrieval Self-Augmented Unsupervised Camouflaged Object Detection
Ji Du, Xin Wang, Fangwei Hao, Mingyang Yu, Chunyuan Chen, Jiesheng Wu, Bin Wang, Jing Xu, Ping Li		ICCV
2025		Paper
2025/10SAM-DSAImproving SAM for Camouflaged Object Detection via Dual Stream Adapters
Jiaming Liu, Linghe Kong, Guihai Chen		ICCV
2025		Paper
2025/10SAM-RNetWeakly-supervised Camouflaged Object Detection via SAM-guided Resolution Iteration Learning
Yanliang Ge; Yuxi Zhong; Qiao Zhang; Hongbo Bi; Tian-Zhu Xiang		TBD
2025		Paper
2025/10SAM-TTTSAM-TTT: Segment Anything Model via Reverse Parameter Configuration and Test-Time Training for Camouflaged Object Detection
Zhenni Yu, Li Zhao, Guobao Xiao, Xiaoqin Zhang		ACM
2025		Paper/Code
2025/10SGNetStructure-Guided Camouflaged Object Detection with Progressive Enhancement Strategy
Qingzheng Wang; Jiazhi Xie; Ning Li		ICME
2025		Paper
2025/10SPEGNetSPEGNet: Synergistic Perception-Guided Network for Camouflaged Object Detection
Baber Jan, Saeed Anwar, Aiman H. El-Maleh, Abdul Jabbar Siddiqui, Abdul Bais		arXiv
2025		Paper/Code
2025/10UATUncertainty-Aware Transformer for Referring Camouflaged Object Detection
Ranwan Wu; Tian-Zhu Xiang; Guo-Sen Xie; Rongrong Gao; Xiangbo Shu; Fang Zhao		TIP
2025		Paper
2025/10Vision-Language-SAMMulti-modal Segment Anything Model for Camouflaged Scene Segmentation
Guangyu Ren, Hengyan Liu, Michalis Lazarou, Tania Stathaki		ICCV
2025		Paper/Code
2025/10dual-branch joint networkAdaptive Kernel Selection Module Combined With Feature Enhanced Perception Network for Camouflaged Object Detection
Ruyu Liu; Guang Yang; Feng Xiao; Jianhua Zhang; Shengyong Chen		TII
2025		Paper
2025/09BTDGNetBTDGNet: A Dual-Guided Camouflaged Object Detection Network Leveraging Boundary and Texture Information
Xiaogang Song; Pengfei Zhang; Xiaochang Li; Xinhong Hei; Rongrong Liu		TMM
2025		Paper
2025/09CFRNContinuous Feature Representation for Camouflaged Object Detection
Ze Song; Xudong Kang; Xiaohui Wei; Jinyang Liu; Zheng Lin; Shutao Li		TIP
2025		Paper/Code
2025/09CGFINetVisible-Infrared Camouflaged Object Detection
Cheng Liu; Zheng Wang; Xinyu Yan; Meijun Sun; Qinghua Hu		TCSVT
2025		Paper
2025/09DTMFDual-Stage Semantically-Guided Feature Fusion and Morphological Edge Enhancement for Camouflaged Object Detection
Weiwei Zhang; Chunyu Chen; Yulong Qiao; Hao Zheng; Hengxiang He		SSRN
2025		Paper
2025/09Edge-AwareEdge-Aware Camouflaged Object Detection
Patricia L. Suárez & Angel D. Sappa		CAIP
2025		Paper
2025/09GFNetA Camouflaged Object Detection Network with Global Cross-Space Perception and Flexible Local Feature Refinement
Zhenjie Ji, Yanjiao Shi, Qing Zhang & Qiangqiang Zhou		ICANN
2025		Paper/Code
2025/09HRRNetHybrid-Recursive-Refinement Network for Camouflaged Object Detection
Hailong Chen, Xinyi Wang and Haipeng Jin		MDPI
2025		Paper
2025/09HUNTNetHUNTNet: Homomorphic Unified Nexus Topology for Camouflaged Object Detection
Haolin Ji; Fengying Xie; Linpeng Pan; Yushan Zheng; Zhenwei Shi		TIP
2025		Paper/Code
2025/09LMNetLMNet:A location Feature Generation and Memory Token Interactive Network for camouflaged object detection
Haishun Du, Zhengyang Zhang, Minghao Zhang & Wenzhe Zhang		SIVP
2025		Paper
2025/09SFCNetSpatial-Frequency Collaborative Learning for Camouflaged Object Detection
Rui Zhao; Mengyin Wang; Fasheng Wang; Fuming Sun; Haojie Li		TMM
2025		Paper
2025/09SLENetSLENet: A Guidance-Enhanced Network for Underwater Camouflaged Object Detection
Xinxin Huang, Han Sun, Ningzhong Liu, Huiyu Zhou, Yinan Yao		PRCV
2025		Paper
2025/09UTNetA UNet-Like Transformer Network for Camouflaged Object Detection
Fuming Sun; Jinyu Han; Weiyi Wu; Jing Sun; Mengyin Wang; Haojie Li		TMM
2025		Paper
2025/08BG-UISNetBG-UISNet: A Novel Boundary-Guided Network for Robust and Precise Underwater Image Segmentation
Lei Lu; Xinyu Xiong; Lianjun Liu; Hao Tang		IEEE Sens J
2025		Paper
2025/08EMSAGNNAdvanced EMSAGNN: an effective deep learning approach for comprehensive camouflage detection and classification
Shaik Shahanaz; Bolem Saichandana		IOP
2025		Paper
2025/08SCOUTSCOUT: Semi-supervised Camouflaged Object Detection by Utilizing Text and Adaptive Data Selection
Weiqi Yan, Lvhai Chen, Shengchuan Zhang, Yan Zhang, Liujuan Cao		IJCAI
2025		Paper/Code
2025/08FEM/AAMDesign of Camouflaged Object Detection Algorithm Based on Skeleton Guidance
Siyuan Yin; Haiyan Yang; Hongbin Chen		AIoTC
2025		Paper
2025/07CAMO-UNetAn efficient camouflaged image segmentation with modified UNet and attention techniques
Isha Padhy, Prabhat Dansena, Sampa Sahoo & Rahul Priyadarshi		Sci.Rep
2025		Paper
2025/07DSLSTADynamic Scharr-Gaussian Learning with Skeletal Topology Awareness for Camouflaged Object Detection
Yuxi Zhong; Jiangtao Liu; Yanliang Ge; Hongbo Bi		SSRN
2025		Paper
2025/07EFNetEFNet: Multiscale Edge Fusion Network for Camouflaged Object Detection
Zijun Luo; Xiao Lv; Xiaofeng Wen; Xian Zhang		SPL
2025		Paper
2025/07EOBD-NetEmphasizing Object-Background Difference Network for Camouflaged Object Detection
Zeyu Li, Zhiqing Guo & Songlin Li		ICIC
2025		Paper
2025/07HFS-SAM2HFS-SAM2: Segment Anything Model 2 With High-Frequency Feature Supplementation for Camouflaged Object Detection
Zihuang Wu; Xinyu Xiong; Guangwei Gao; Hongwei Li; Hua Chen		SPL
2025		Paper
2025/07IGML-NetIntra- and Inter-group Mutual Learning Network for Lightweight Camouflaged Object Detection
Chenyu Zhuang & Qing Zhang		ICIC
2025		Paper
2025/07SA-SAMSA-SAM: Stronger Adaptation for SAM in Camouflaged Object Detection
Zhengqiang Jia, Xing Wu, Bo Zhou, Chengliang Wang & Zhongshi He		ICIC
2025		Paper
2025/07ISANetISANet: Iterative Network Based on Separable Attention for Camouflaged Object Detection
Shuo Sun,Yingdong Ma		ICIC
2025		Paper
2025/07TG-CODText-guided camouflaged object detection
Zefeng Chen , Yunqi Xue , Zhijiang Li , Philip Torr , Jindong Gu		PR
2025		Paper
2025/07CamoMambaCamomamba: Frequency Domain Decomposition and State Space Modeling for Camouflaged Object Detection
Yuxi Zhong,Qiao Zhang,Yanliang Ge,Hongbo Bi		SSRN
2025		Paper/Code
2025/06Seg-R1Seg-R1: Segmentation Can Be Surprisingly Simple with Reinforcement Learning
Zuyao You, Zuxuan Wu		arXiv
2025		Paper
2025/06DDFNetCamouflaged object detection via dual domain fusion
Chenxing Shen, Zhisheng Cui, Leheng Zhang, Miaohui Zhang		DSP
2025		Paper
2025/06CHNetEfficient Camouflaged Object Detection Network Based on Channel Reconstruction and Hybrid Attention
Kuan Wang, Xiuhong Li, Songlin Li, Yulong Bai, Boyuan Li, Mengge Lu, Zhenhong Jia		ICMR
2025		Paper/Code
2025/06ARNetAssisted Refinement Network Based on Channel Information Interaction for Camouflaged Object Detection
Kuan Wang, Xiuhong Li, Yulong Bai, Songlin Li, Mengge Lu, Zhenhong Jia		ICMR
2025		Paper/Code
2025/06SCNetAdaptive context mining for camouflaged object detection with scribble supervision
Zhaorui Li, Dongdong Zhang, Chunping Wang, Huiying Wang, Qiang Fu		CVIU
2025		Paper/Code
2025/06SFNetBoundary-Aware Camouflaged Object Detection via Spatial-Frequency Domain Supervision
Penglin Wang,Yaochi Zhao and Zhuhua Hu		MDPI
2025		Paper
2025/06CTF-NetAn effective CNN and Transformer fusion network for camouflaged object detection
Dongdong Zhang, Chunping Wang, Huiying Wang, Qiang Fu, Zhaorui Li		CVIU
2025		Paper/Code
2025/06RetroMemRetrospective Memory for Camouflaged Object Detection
Chenxi Zhang, Jiayun Wu, Qing Zhang, Yazhe Zhai, Youwei Pang		arXiv
2025		Paper
2025/06HUQNetUncertainty-Masked Bernoulli Diffusion for Camouflaged Object Detection Refinement
Yuqi Shen, Fengyang Xiao, Sujie Hu, Youwei Pang, Yifan Pu, Chengyu Fang, Xiu Li, Chunming He		arXiv
2025		Paper
2025/06UCOD-DPLUCOD-DPL: Unsupervised Camouflaged Object Detection via Dynamic Pseudo-label Learning
Weiqi Yan, Lvhai Chen, Huaijia Ko, Shengchuan Zhang ,Yan Zhang, Liujuan Cao		CVPR
2025		Paper/Code
2025/06CamOTCamouflage Anything: Learning to Hide using Controlled Out-painting and Representation Engineering
Biplab Das、Viswanath Gopalakrishnan		CVPR
2025		Paper
2025/06EASEShift the Lens: Environment-Aware Unsupervised Camouflaged Object Detection
Ji Du, Fangwei Hao, Mingyang Yu, Desheng Kong, Jiesheng Wu, Bin Wang, Jing Xu, Ping Li		CVPR
2025		Paper/Code
2025/05VL-SAM2Underwater Camouflaged Object Tracking Meets Vision-Language SAM2
Chunhui Zhang, Li Liu, Guanjie Huang, Zhipeng Zhang, Hao Wen, Xi Zhou, Shiming Ge, Yanfeng Wang		CVPR
2025		Paper/Code
2025/06EFDE-NetEdge-awareness and feature decoupling enhancement network for camouflaged object detection
*Tao Xiang, Jinfu Yang, Shu Cai & Jinglei Bai *		VC
2025		Paper
2025/06BCLNetBoundary-and-object collaborative learning network for camouflaged object detection
Chenyu Zhuang, Qing Zhang, Chenxi Zhang, Xinxin Yuan		IVC
2025		Paper/Code
2025/06TBDSpatial Coherence Loss: All Objects Matter in Salient and Camouflaged Object
Ziyun Yang, Kevin Choy, Sina Farsiu		SSRN
2025		Paper/Code
2025/05SINetEnhancing Camouflaged Object Detection with SINet: A New Benchmark in Visual Recognition
Manju Nagarajappa, Nagarjun A, Shruthi N, Malapriya S, Abdulbasit A. Darem, Asma A. Al-Hashmi		IJCIS
2025		Paper
2025/03TANetTANet: Tri-Aspects Network for Camouflaged Object Detection
Jahoon Jeong; Joonkyo Shim; Hyunsoo Yoon		TCSVT
2025		Paper
2025/04CDRNetUnified cross-domain refinement network for camouflaged object detection
Qingzheng Wang, Ning Li, Jiazhi Xie, Wenhui Liu, Xingqin Wang & Zengwei Mai		TVC
2025		Paper/Code
2025/06BFNetBFNet: Boundary guidance signal and feature fusion network for camouflaged object detection
Xinglin Fu, Weixin Bian, Biao Jie, Haotong Dong, Zhiwei He		IVC
2025		Paper
2025/03COD-SAMCOD-SAM: Camouflage object detection using SAM
Dongyang Gao, Yichao Zhou, Hui Yan, Chen Chen, Xiyuan Hu		PR
2025		Paper
2025/03MCNetMore observation leads to more clarity: Multi-view collaboration network for camouflaged object detection
Fangyan Wang , Ge Jiao, Guowen Yue		NC
2025		Paper
2025/03PPT-netPromoting SAM for Camouflaged Object Detection via Selective Key Point-based Guidance
Guoying Liang, Su Yang		arXiv
2025		Paper
2025/05DRRNetDRRNet:Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection
Jianlin Sun, Xiaolin Fang, Juwei Guan, Dongdong Gui, Teqi Wang, Tongxin Zhu		arXiv
2025		Paper/Code
2025/03MGNetWeakly supervised camouflaged object detection based on the SAM model and mask guidance
Xia Li, Xinran Liu, Lin Qi, Junyu Dong		IVC
2025		Paper
2025/03ATDMNetATDMNet: Multi-Head Agent Attention and Top-k Dynamic Mask for Camouflaged Object Detection
Rui Fu ,Yuehui Li ,Chih-Cheng Chen ,Yile Duan ,Pengjian Yao and Kaixin Zhou		MDPI
2025		Paper
2025/03SANetIncremental structural adaptation for camouflaged object detection
Qingzheng Wang , Jiazhi Xie , Ning Li, Xingqin Wang, Wenhui Liu, Zengwei Mai		IVC
2025		Paper/Code
2025/04CAMFNetCAMFNet: complex camouflaged object detection via context-aware and adaptive multilevel feature fusion network
Bingqin Zhou, Xionglong Li, Miaoqing Li, Kun Yang, Wenyang Li & Jing Xu		VC
2025		Paper/Code
2025/04IANetInitial Position Prior and Adjacent Feature Enhanced Network for Camouflaged Object Detection
Xiao Guo, Yuhang Xu, Ying Su, Chengdong Li		SSRN
2025		Paper
2025/04KCNetKnowledge-guided and Collaborative Learning Network for Camouflaged Object Detection
Dan Wu , Mengyin Wang , Jing Sun , Xu Jia		EAAI
2025		Paper/Code
2025/04G2LNetG2LNet: Global to local information communication for camouflaged object detection
Na Wang, Guanhua Zhang, Wendong Wang, Yuzhen Wang, Fei Xiao, Shengke Wang		ESWA
2025		Paper/Code
2025/04EGMFNetResearch on Camouflage Target Detection Method Based on Edge Guidance and Multi-Scale Feature Fusion
Tianze Yu, Jianxun Zhang ,Hongji Chena		SSRN
2025		Paper
2025/04SdalsNetSdalsNet: Self-Distilled Attention Localization and Shift Network for Unsupervised Camouflaged Object Detection
Peiyao Shou, Yixiu Liu, Wei Wang, Yaoqi Sun, Zhigao Zheng, Shangdong Zhu, Chenggang Yan		AAAI
2025		Paper
2025/04EIENetCamouflaged object detection network based on edge information enhancement
Dawei Liu, Yueping Peng, Xuekai Zhang		ICCAID
2025		Paper
2025/04MICNetMulti-stream information complementarity network for RGB-D camouflaged object detection
Chenghao Ying, Zhiping Zhou, Kewei Li, Zhaozhong Zhang & Qingshuang Yang		TJS
2025		Paper
2025/04SVFNetCamouflaged object detection based on multi-scale fusion network with fuzzy region enlargement and shrinking
Yunshuai Xia, Ziyang Han		ICCGV
2025		Paper
2025/03KRNetKnowledge Rectification for Camouflaged Object Detection: Unlocking Insights from Low-Quality Data
Juwei Guan, Xiaolin Fang, Donghyun Kim, Haotian Gong, Tongxin Zhu, Zhen Ling, Ming Yang		arXiv
2025		Paper
2025/03PMVICE and PDENStealth sight: A multi perspective approach for camouflaged object detection
Jayanthan K.S, Domnic S.		IVC
2025		Paper
2025/03MIP-NetMulti-task information propagation network for camouflaged object detection
Fei Zhao, Wenzhong Lou, Hengzhen Feng, Nanxi Ding, Chenglong Li, Wenlong Ma		DSP
2025		Paper
2025/03AdaptCODCamouflaged Object Detection with Adaptive Partition and Background Retrieval
Bowen Yin, Xuying Zhang, Li Liu, Ming-Ming Cheng, Yongxiang Liu & Qibin Hou		IJCV
2025		Paper/Code
2025/03ENTOA Revisit to the Decoder for Camouflaged Object Detection
Seung Woo Ko, Joopyo Hong, Suyoung Kim, Seungjai Bang, Sungzoon Cho, Nojun Kwak, Hyung-Sin Kim, Joonseok Lee		BMVC
2025		Paper
2025/03RGB-D camouflaged object detection frameworkLightweight hybrid attention RGB-D networks for accurate camouflaged object detection
Yang Liu, Shuhan Chen, Haonan Tang & Shiyu Wang		VC
2025		Paper/Code
2025/03FMNetFMNet: Frequency-Assisted Mamba-Like Linear Attention Network for Camouflaged Object Detection
Ming Deng, Sijin Sun, Zihao Li, Xiaochuan Hu, Xing Wu		aiXiv
2025		Paper/Code
2025/03HWDCamouflaged Object Detection with Enhanced Small-Structure Awareness in Complex Backgrounds
Yaning Lv ,Sanyang Liu ,Yudong Gong and Jing Yang		MDPI
2025		Paper
2025/04CKID-NetCollaborative Knowledge Injection for Concealed Object Detection in MMW Human Inspection
Xinlin Wang, Nuo Tong, Shuiping Gou, Shasha Mao		TII
2025		Paper
2025/04CIRCODCIRCOD: Co-Saliency Inspired Referring Camouflaged Object Discovery
Avi Gupta; Koteswar Rao Jerripothula; Tammam Tillo		WACV
2025		Paper/Code
2025/04HDPNetHDPNet: Hourglass Vision Transformer with Dual-Path Feature Pyramid for Camouflaged Object Detection
Jinpeng He; Biyuan Liu; Huaixin Chen		WACV
2025		Paper/Code
2025/03BPNetVision-Inspired Boundary Perception Network for Lightweight Camouflaged Object Detection
Chunyuan Chen; Weiyun Liang; Donglin Wang; Bin Wang; Jing Xu		SPL
2025		Paper
2025/03SAM-CODImproving SAM for Camouflaged Object Detection via Dual Stream Adapters
Jiaming Liu, Linghe Kong, Guihai Chen		arXiv
2025		Paper
2025/03IRFNetIRFNet: Cognitive-Inspired Iterative Refinement Fusion Network for Camouflaged Object Detection
Guohan Li ,Jingxin Wang ,Jianming Wei and Zhengyi Xu		MDPI
2025		Paper
2025/02FFENetFfenet: A Frequency Fusion and Enhancement Network for Camouflaged Object Detection
Haishun Du, Wenzhe Zhang, Sen Wang, Zhengyang Zhang, Linbing Cao		SSRN
2025		Paper
2025/03CS3NetShifting Spotlight for Co-supervision: A Simple yet Efficient Single-branch Network to See Through Camouflage
Yang Hu; Jinxia Zhang; Kaihua Zhang; Yin Yuan; Jiale Huang; Zechao Zhan		ICASSP
2025		Paper
2025/03SILNetSemi-supervised Iterative Learning Network for Camouflaged Object Detection
Guowen Yue; Ge Jiao; Jiahao Xiang		ICASSP
2025		Paper
2025/03CRRNetCertainty-guided Reasoning and Refinement Network for Camouflaged Object Detection
Bifan Lai; Meijun Sun; Junkun Zhao; Yan Zhou		ICASSP
2025		Paper
2025/03ERDENetJoint Edge and Regional Depth Enhancement Network for Camouflaged Object Detection
Miao Qi; Zheng Wang; Cheng Liu; Yan Zhou; Meijun Sun		ICASSP
2025		Paper
2025/03LMABNetBoosting Lightweight Camouflaged Object Detection with Multi-Scale Context and Boundary Awareness
Zihan Xu; Zheng Wang; Haoyu Wang; Cheng Liu; Yan Zhou; Meijun Sun		ICASSP
2025		Paper
2025/03FHCNetCamouflaged Object Detection with CNN-Transformer Harmonization and Calibration
Yilin Zhao; Qing Zhang; Yuetong Li		ICASSP
2025		Paper
2025/03ALRNetCamouflaged Object Detection via Neural Architecture Search
Xin Li; Keren Fu; Qijun Zhao		ICASSP
2025		Paper/Code
2025/03CamoFACamoFA: A Learnable Fourier-Based Augmentation for Camouflage Segmentation
Minh-Quan Le; Minh-Triet Tran; Trung-Nghia Le; Tam V. Nguyen; Thanh-Toan Do		WACV
2025		Paper
2025/02HIPFNetPolarization-based Camouflaged Object Detection with high-resolution adaptive fusion Network
Xin Wang , Junfeng Xu , Jiajia Ding		EAAI
2025		Paper/Code
2025/02CSGNetCross-Layer Semantic Guidance Network for Camouflaged Object Detection
He, Shiyu; Yin, Chao; Li, Xiaoqiang		MDPI
2025		Paper
2025/02LSFNetCamouflaged object detection via local features and selective fusion
Jiayi Wang, Guoan Cheng, Lianghua Duan, Na Wang, Guanghao Yuan, Shengke Wang		ICGIP
2025		Paper
2025/02EEGNetUncertainty Aware Human-machine Collaboration in Camouflaged Object Detection
Ziyue Yang, Kehan Wang, Yuhang Ming, Yong Peng, Han Yang, Qiong Chen, Wanzeng Kong		arXiv
2025		Paper/Code
2025/02PONetPartitioned Observation Network for Camouflaged Object Detection
Jinxia Zhang, Yin Yuan, Xuwen Zhu, Yang Hu, Kaihua Zhang		SSRN
2025		Paper
2025/02FLRNetFLRNet: A bio-inspired three-stage network for Camouflaged Object Detection via filtering, localization and refinement
Yilin Zhao, Qing Zhang, Yuetong Li		Neuro
2025		Paper
2025/02MenetMenet: Camouflaged Object Detection with Boundary Localization in Complex Backgrounds
Guangjian Zhang, zhengming yang, Yong Wang, yuliang chen, Duoqian Miao		SSRN
2025		Paper/Code
2025/02CATTPContext-aware target texture perturbation attack for concealed object detection
*Jialin Zhang, Xiao Wang, Hui Wei, Kui Jiang, Nan Mu & Zheng Wang *		VC
2025		Paper
2025/02BGMR-NetBoundary-guided multi-scale refinement network for camouflaged object detection
Qian Ye, Qingwu Li, Guanying Huo, Yan Liu & Yan Zhou		VC
2025		Paper/Code
2025/02SCPNetSemantic-spatial guided context propagation network for camouflaged object detection
Junchao Ren, Qiao Zhang, Bingbing Kang, Yuxi Zhong, Min He, Yanliang Ge & Hongbo Bi		AI
2025		Paper/Code
2025/02ERVA 1.0A Hybrid Method for Segmentation and Recognition of Butterfly Objects in Camouflage Images
*Erkan Bayram & Vasif V. Nabiyev *		AJSE
2025		Paper
2025/01CFANetCross-Frequency Aware Network for Camouflaged Object Detection with Octave-Transformer
Feng Dong, Jinchao Zhu, Hongpeng Wang		SSRN
2025		Paper
2025/02UGDNetUncertainty-Guided Diffusion Model for Camouflaged Object Detection
Jinsheng Yang; Bineng Zhong; Qihua Liang; Zhiyi Mo; Shengping Zhang; Shuxiang Song		TMM
2025		Paper
2025/01CSFINCSFIN: A lightweight network for camouflaged object detection via cross-stage feature interaction
Minghong Li , Yuqian Zhao , Fan Zhang , Gui Gui , Biao Luo , Chunhua Yang , Weihua Gui , Kan Chang		ESWA
2025		Paper
2025/01Ref-CODReferring Camouflaged Object Detection
Xuying Zhang; Bowen Yin; Zheng Lin; Qibin Hou; Deng-Ping Fan; Ming-Ming Cheng		TPAMI
2025		Paper
2025/01FGSANetFrequency-Guided Spatial Adaptation for Camouflaged Object Detection
Shizhou Zhang; Dexuan Kong; Yinghui Xing; Yue Lu; Lingyan Ran; Guoqiang Liang		TMM
2025		Paper
2025/01SENetA 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		TIP
2025		Paper
2025/01MRNetHunt Camouflaged Objects via Revealing Mutation Regions
Xinyue Zhang; Jiahuan Zhou; Luxin Yan; Sheng Zhong; Xu Zou		TIFS
2025		Paper/Code
2025/01SPNetSpatial Bi-Exploration for Robust Camouflaged Object Detection
Jialin Zhang; Xiao Wang; Xin Yuan; Nan Mu; Zheng Wang		SPL
2025		Paper
2025/01CamoDiffusionConditional Diffusion Models for Camouflaged and Salient Object Detection
Ke Sun; Zhongxi Chen; Xianming Lin; Xiaoshuai Sun; Hong Liu; Rongrong Ji		TPAMI
2025		Paper
2024/12PRBE-NetProgressive Region-to-Boundary Exploration Network for Camouflaged Object Detection
Guanghui Yue; Shangjie Wu; Tianwei Zhou; Gang Li; Jie Du; Yu Luo		TMM
2025		Paper
2025/01DeepSketchCamoLet Human Sketches Help: Empowering Challenging Image Segmentation Task with Freehand Sketches
Ying Zang, Runlong Cao, Jianqi Zhang, Yidong Han, Ziyue Cao, Wenjun Hu, Didi Zhu, Lanyun Zhu, Zejian Li, Deyi Ji, Tianrun Chen		arXiv
2024		Paper
2025/01CAFRToward Realistic Camouflaged Object Detection: Benchmarks and Method
Zhimeng Xin, Tianxu Wu, Shiming Chen, Shuo Ye, Zijing Xie, Yixiong Zou, Xinge You, Yufei Guo		arXiv
2024		Paper/Code
2025/01PCGA Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection
Tsui Qin Mok, Shuyong Gao, Haozhe Xing, Miaoyang He, Yan Wang, Wenqiang Zhang		arXiv
2024		Paper
2025/01B2NetB2Net: Camouflaged Object Detection via Boundary Aware and Boundary Fusion
Junmin Cai, Han Sun, Ningzhong Liu		arXiv
2024		Paper
2024/12CGNetCGCOD: Class-Guided Camouflaged Object Detection
Chenxi Zhang, Qing Zhang, Jiayun Wu, Youwei Pang		arXiv
2024		Paper
2024/12CDPSeamless Detection: Unifying Salient Object Detection and Camouflaged Object Detection
Yi Liu, Chengxin Li, Xiaohui Dong, Lei Li, Dingwen Zhang, Shoukun Xu, Jungong Han		arXiv
2024		Paper/Code
2025/01RUNRUN: Reversible Unfolding Network for Concealed Object Segmentation
Chunming He, Rihan Zhang, Fengyang Xiao, Chengyu Fang, Longxiang Tang, Yulun Zhang, Linghe Kong, Deng-Ping Fan, Kai Li, Sina Farsiu		arXiv
2025		Paper
2024/12USCODUnconstrained Salient and Camouflaged Object Detection
Z Zhou, Y Li, C Zhong, J Huang, J Pei, H Tang		arXiv
2024		Paper
2024/11COMPrompterCOMPrompter: 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
2024/10PCNetPlantCamo: Plant Camouflage Detection PlantCamo dataset
Jinyu Yang, Qingwei Wang, Feng Zheng, Peng Chen, Aleš Leonardis, Deng-Ping Fan		arXiv
2024		Paper/Code
2024/10MCRNetMamba Capsule Routing Towards Part-Whole Relational Camouflaged Object Detection
Dingwen Zhang, Liangbo Cheng, Yi Liu, Xinggang Wang, Junwei Han		arXiv
2024		Paper/Code
2024/09MM-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
2024/09FGSA-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
2024/09GLCONet
MSC		GLCONet: Learning Multi-source Perception Representation for Camouflaged Object Detection
Yanguang Sun, Hanyu Xuan, Jian Yang, Lei Luo		TNNLS
2024		Paper/Code
2024/09FSEL
MSC MSI		Frequency-Spatial Entanglement Learning for Camouflaged Object Detection
Yanguang Sun, Chunyan Xu, Jian Yang, Hanyu Xuan, Lei Luo		ECCV
2024		Paper/Code
2024/09SDRNet
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
2024/08ProMaC
MSC MSI		Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation
Jian Hu, Jiayi Lin, Junchi Yan, Shaogang Gong		NeurIPS
2024		Paper/Code
2024/08ACUMEN
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
2024/08PSCOD
MSC MS		Just a Hint: Point-Supervised Camouflaged Object DetectionP-COD dataset
Huafeng Chen, Dian Shao, Guangqian Guo, Shan Gao		ECCV
2024		Paper
2024/08SAM-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
2024/08CamoTeacher
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
2024/08IdeNet
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
2024/08MCA-SAM
Adaptor		Multi-scale Contrastive Adaptor Learning for Segmenting Anything in Underperformed Scenes
Ke Zhou, Zhongwei Qiu, Dongmei Fu		Neurocomputing
2024		Paper
2024/08HGINet

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
2024/08SAM2-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
2024/08SAM2-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
2024DCPNet
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
2024/07Technical ReportEvaluating SAM2's Role in Camouflaged Object Detection: From SAM to SAM2
Lv Tang, Bo Li		arXiv
2024		Paper/Code
2024/07WSSCOD
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
2024/07FocusDiffuser
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
2024/05Spider
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
2024/05TJNet
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
2024/05GreenCOD
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
2024/05AGLNet
MSC MSI		Adaptive Guidance Learning for Camouflaged Object Detection
Zhennan Chen, Xuying Zhang, Tian-Zhu Xiang, Ying Tai		arXiv
2024		Paper/Code
2024/04FS-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
2024/04LAKE-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
2024/04EANet
MSC MTL		Edge Attention Learning for Efficient Camouflaged Object Detection
Zijian Liu; Ping Jiang; Lixin Lin; Xiaoheng Deng		ICASSP
2024		Paper
2024/03EPNet
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
2024/02SENet
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
2024/02SCLoss
loss function		Spatial Coherence Loss for Salient and Camouflaged Object Detection and Beyond
Ziyun Yang, Kevin Choy, Sina Farsiu		arXiv
2024		Paper
2024/02CoFiNet
MSC		CoFiNet: Unveiling Camouflaged Objects with Multi-Scale Finesse
Cunhan Guo, Heyan Huang		arXiv
2024		Paper
2024/02CCGNet
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
2024/01HCM
MSC		Concealed Object Segmentation with Hierarchical Coherence Modeling
Fengyang Xiao, Pan Zhang, Chunming He, Runze Hu, Yutao Liu		CAAI
2023		Paper
2024/01PRNet
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
2024/01DINet
MSC		Decoupling and Integration Network for Camouflaged Object Detection
Xiaofei Zhou; Zhicong Wu; Runmin Cong		TMM
2024		Paper
2024/01CamoFocus
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
2023/12GenSAM
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
2023/11OWinCANet
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
2023/11VSCode
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
2023/11CoVP
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
2023/10FRINet
MSC MSI MTL		Frequency Representation Integration for Camouflaged Object Detection
Chenxi Xie,Changqun Xia,Tianshu Yu,Jia Li		ACM MM
2023		Paper/Code
2023/10CINet
MSC		Camouflaged object detection with counterfactual intervention
Xiaofei Li, Hongying Li, Hao Zhou, Miaomiao Yu, Dong Chen, Shuohao Li, Jun Zhang		Neuro
2023		Paper
2023/10PrObeD
Wrapper		PrObeD: Proactive Object Detection Wrapper
Vishal Asnani, Abhinav Kumar, Suya You, Xiaoming Liu		NeurIPS
2023		Paper/Code
2023/10PFRNet
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
2023/09DCNet
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
2023/08CMNet
MSC JS MTL		Finding Camouflaged Objects along the Camouflage Mechanisms
Yang Yang; Qiang Zhang		TCSVT
2023		Paper
2023/08FPNet
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
2023/08diffCOD
Diffusion Model		Diffusion Model for Camouflaged Object Detection
Zhennan Chen, Rongrong Gao, Tian-Zhu Xiang, Fan Lin		ECAI
2023		Paper/Code
2023/08ZSCOD
MSC MTL		Zero-Shot Camouflaged Object Detection
Haoran Li; Chun-Mei Feng; Yong Xu; Tao Zhou; Lina Yao; Xiaojun Chang		TIP
2023		Paper
2023/08JCNet
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
2023/08Camouflageator-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
2023/08PENet
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
2023/08ASBI
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
2023/08TSFNet
MSC MS		Ternary symmetric fusion network for camouflaged object detection
Yang Deng, Jianxin Ma, Yajun Li, M. Zhang, L. Wang		API
2023		Paper
2023/08CINet
MSC		A cross-level interaction network based on scale-aware augmentation for camouflaged object detection
Ming Ma; Bangyong Sun		TETCI
2023		Paper
2023/08CamoFourier
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
2023/08SCODE
MTL		Camouflaged Image Synthesis Is All You Need to Boost Camouflaged Detection
Haichao Zhang, Can Qin, Yu Yin, Yun Fu		arXiv
2023		Paper
2023/07EAMNet
MSC MTL		Edge-Aware Mirror Network for Camouflaged Object Detection
Dongyue Sun, Shiyao Jiang, Lin Qi		ICME
2023		Paper/Code
2023/07FDNet
MSC		Camouflaged Object Detection with Feature Grafting and Distractor Aware ACOD2K
Yuxuan Song, Xinyue Li, Lin Qi		ICME
2023		Paper/Code
2023/07MRRNet
MSC MS		Camouflaged Object Segmentation Based on Matching–Recognition–Refinement Network
Xinyu Yan; Meijun Sun; Yahong Han; Zheng Wang		TNNLS
2023		Paper/Code
2023/07UEDG
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
2023/07UJSCOD-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
2023/07PAD
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
2023/07PUENet
MSC MTL		Predictive Uncertainty Estimation for Camouflaged Object Detection
Yi Zhang, Jing Zhang, Wassim Hamidouche, Olivier Deforges		TIP
2023		Paper/Code
2023/07AGNet
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
2023/06OPNet
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
2023/06CFANet
MSC		CFANet: A Cross-layer Feature Aggregation Network for Camouflaged Object Detection
Qing ZhangWeiqi Yan		ICME
2023		Paper/Code
2023/06TinyCOD
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
2023/06OAFormer
MSC MS		OAFormer: Occlusion Aware Transformer for Camouflaged Object Detection
Xin Yang, Hengliang Zhu, Guojun Mao, Shuli Xing		ICME
2023		Paper/Code
2023/06Bi-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
2023/06CABR
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
2023/05WS-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
2023/05CamoDiffusion
Diffusion Model		CamoDiffusion: Camouflaged Object Detection via Conditional Diffusion Models
Zhongxi Chen, Ke Sun, Xianming Lin, Rongrong Ji		AAAI
2024		Paper/Code
2023/05BTSNet
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
2023/04FLCNet
MSC		Camouflaged Object Detection with a Feature Lateral Connection Network
Tao Wang, Jian Wang, and Ruihao Wang		Electronics
2023		Paper/Code
2023/04SAM-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
2023/04BCNet
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
2023/04MFNet
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
2023/04DBFN
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
2023/04FSNet
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
2023/04CamDiff
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
2023/04FS-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
2023/04PFNet+
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
2023/03Semi-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
2023/03SARNet
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
2023/03SAT
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
2023/02MSCAF-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
2023/02FSPNet
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
2023/02FEDER
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
2023/02CPNet
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
2022/12CamoFormer
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
2022/12AGFNet
MSC MTL		AGFNet: Attention Guided Fusion Network for Camouflaged Object Detection
Zeyu Zhao, Zhihao Liu & Chenglei Peng		CICAI
2022		Paper
2022/12DQnet
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
2022/11FAP-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
2022/11DPSNet
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
2022/11MGL-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
2022/11TCU-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
2022/10FindNet
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
2022/10MFFN
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
2022/10PreyNet
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
2022/10ELDNet
MSC MTL		Eldnet: Establishment and Refinement of Edge Likelihood Distributions for Camouflaged Object Detection
Chiyuan He; Linfeng Xu; Zihuan Qiu		ICIP
2022		Paper
2022/09EINet
MSC		EINet: camouflaged object detection with pyramid vision transformer
Chen Li, Ge Jiao		JEI
2022		Paper
2022/09MAGNet
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
2022/08NCHIT
MSC		Camouflaged object detection via Neighbor Connection and Hierarchical Information Transfer
Cong Zhang, Kang Wang, Hongbo Bi, Ziqi Liu, Lina Yang		CVIU
2022		Paper
2022/07CRNet
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
2022/07PINet
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
2022/07BGNet
MSC MTL		Boundary-Guided Camouflaged Object Detection
Yujia Sun, Shuo Wang, Chenglizhao Chen, Tian-Zhu Xiang		IJCAI
2022		Paper/Code
2022/07C2FNet-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
2022/07DTC-Net
MSC		Deep Texton-Coherence Network for Camouflaged Object Detection
Wei Zhai, Yang Cao, HaiYong Xie, Zheng-Jun Zha		TMM
2022		Paper
2022/07BgNet
MSC MTL		Boundary-guided network for camouflage object detection
Tianyou Chen, Jin Xiao, Xiaoguang Hu, Guofeng Zhang, Shaojie Wang		KBS
2022		Paper/Code
2022/07CubeNet
MSC MTL		CubeNet: X-shape connection for camouflaged object detection
Mingchen Zhuge, Xiankai Lu, Yiyou Guo, Zhihua Cai, Shuhan Chen		PR
2022		Paper/Code
2022/07TPRNet
MSC		TPRNet: camouflaged object detection via transformer-induced progressive refinement network
Qiao Zhang, Yanliang Ge, Cong Zhang & Hongbo Bi		TVC
2022		Paper/Code
2022/07ANSANet
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
2022/07GMRNet
MSC MS		Guided multi-scale refinement network for camouflaged object detection
Xiuqi Xu, Shuhan Chen, Xiao Lv, Jian Wang & Xuelong Hu		MTA
2022		Paper
2022/07DACFNet
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
2022/06FEMNet
MSC MSI		Detecting Camouflaged Object in Frequency Domain
Yijie Zhong, Bo Li, Lv Tang, et al.		CVPR
2022		Paper
2022/06BSA-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
2022/06SegMaR
MSC MS		Segment, Magnify and Reiterate: Detecting Camouflaged Objects the Hard Way
Qi Jia, S. Yao, Yu Liu, et al.		CVPR
2022		Paper/Code
2022/06ZoomNet
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
2022/06FBNet
MSC MSI		Frequency-aware Camouflaged Object Detection
Jiaying Lin, Xin Tan, Ke Xu, Lizhuang Ma, Rynson W.H. Lau		TOMM
2022		Paper
2022/05DGNet
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
2022/05LSRNet-V2
MS MTL		Towards Deeper Understanding of Camouflaged Object Detection LSR extension
Yunqiu Lv, Jing Zhang, Yuchao Dai, et al.		TCSVT
2023		Paper/Code
2022/05DTINet
MS MTL		Boosting Camouflaged Object Detection with Dual-Task Interactive Transformer
Zhengyi Liu, Zhili Zhang, Wei Wu		ICPR
2022		Paper/Code
2022/03HitNet
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
2022/03IIE-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
2022/01OCENet
MSC MTL		Modeling Aleatoric Uncertainty for Camouflaged Object Detection
Jiawei Liu, Jing Zhang, Nick Barnes		WACV
2022		Paper/Code
2021/11ERRNet
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
2021/11POCINet
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
2021/10BgCod
MSC MTL		Boundary guidance network for camouflage object detection
Xiuqi Xu, Mingyu Zhu, Jinhao Yu, Shuhan Chen, Xuelong Hu, Yuequan Yang		IVC
2021		Paper
2021/10UR-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
2021/10UGTR
MTL		Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection
Fan Yang, Qiang Zhai, Xin Li, Rui Huang, et al.		ICCV
2021		Paper/Code
2021/07CODCEF
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
2021/07ACDNet
MSC MS		ACDNet with ASPP for Camouflaged Object Detection
Qihui Zhu		ICAIIS
2021		Paper
2021/06UJSCOD
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
2021/06LSRNet
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
2021/06PFNet
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
2021/06MGL
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
2021/05C2FNet
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
2021/05TINet
MSC MTL		Inferring Camouflaged Objects by Texture-Aware Interactive Guidance Network
Jinchao Zhu, Xiaoyu Zhang, Shuo Zhang, Junnan Liu		AAAI
2021		Paper
2021/05BASNet
MSC		Boundary-Aware Segmentation Network for Mobile and Web Applications
Xuebin Qin, Deng-Ping Fan, Chenyang Huang, et al.		arXiv
2021		Paper/Code
2021/03D2CNet
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
2021/02SINet-V2
MSC MS		Concealed Object Detection COD10K dataset
Deng-Ping Fan, Ge-Peng Ji, Ming-Ming Cheng, Ling Shao		TPAMI
2022		Paper/Code
2021/02TANet
MSC		Deep Texture-Aware Features for Camouflaged Object Detection
Jingjing Ren, Xiaowei Hu, Lei Zhu, Xuemiao Xu, et al.		TCSVT
2021		Paper
2021/01MCIF-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
2020/07MirrorNet
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
2020/04PDLF
Image Generation		Deep Camouflage Images
Qing Zhang, Gelin Yin, Yongwei Nie, Wei-Shi Zheng		AAAI
2020		Paper
2020/06SINet
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
2019/07ANet
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
2018/04CPDDNet
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
ReleaseMethod
Title		Pub.Links
2025/01UniCOS
MSI MSC		Integrating Extra Modality Helps Segmentor Find Camouflaged Objects Well
Chengyu Fang, Chunming He, Longxiang Tang, Yuelin Zhang, Chenyang Zhu, Yuqi Shen, Chubin Chen, Guoxia Xu, Xiu Li		arXiv
2025		Paper/Code
2024/07DSAM
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
2024/05DAF-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
2024/04RISNet
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
2023/10DaCOD
MSI		Depth-aided Camouflaged Object Detection
Qingwei Wang,Jinyu Yang,Xiaosheng Yu,Fangyi Wang,Peng Chen,Feng Zheng		ACM MM
2023		Paper/Code
2023/05XMSNet
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
2022/12PopNet
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
2021/06DCE
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)

ReleaseMethodTitlePub.LinksTask
2023/11OVCoserOpen-Vocabulary Camouflaged Object SegmentationOVCamo dataset
Youwei Pang, Xiaoqi Zhao, Jiaming Zuo, Lihe Zhang, Huchuan Lu		ECCV
2024		PaperOVCOS
2023/11MLKGLarge Model Based Referring Camouflaged Object Detection
Shupeng Cheng, Ge-Peng Ji, Pengda Qin, Deng-Ping Fan, Bowen Zhou, Peng Xu		arXiv
2023		PaperRefCOD
2023/10BBNet
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/CodeCoCOD
2023/06R2CNetReferring Camouflaged Object Detection R2C7K dataset
Xuying Zhang, Bowen Yin, Zheng Lin, Qibin Hou, Deng-Ping Fan, Ming-Ming Cheng		arXiv
2023		Paper/CodeRefCOD
2023/08UCOS-DAUnsupervised Camouflaged Object Segmentation as Domain Adaptation
Yi Zhang; Chengyi Wu		ICCVW
2023		Paper/CodeUCOS

1.2 Video-level COD(VCOD)

1.2.1 End-to-end framework
ReleaseMethodTitlePub.Links
2025/03TANetTANet: Tri-Aspects Network for Camouflaged Object Detection
Jahoon Jeong; Joonkyo Shim; Hyunsoo Yoon		TCSVT
2025		Paper
2025/04MotionNetDisentangled Self-Supervised Video Camouflaged Object Detection and Salient Object Detection
Haoke Xiao; Lv Tang; Bo Li; Zhiming Luo; Shaozi Li		SSRN
2025		Paper
2025/04ZS-VCOSZS-VCOS: Zero-Shot Outperforms Supervised Video Camouflaged Object Segmentation
Wenqi Guo, Shan Du		arXiv
2025		Paper/Code
2025/04CamoSAM2CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object Detection
Xin Zhang, Keren Fu, Qijun Zhao		arXiv
2025		Paper
2025/03SRRScoring, Remember, and Reference: Catching Camouflaged Objects in Videos
Yuang Feng, Shuyong Gao, Fuzhen Yan, Yicheng Song, Lingyi Hong, Junjie Hu, Wenqiang Zhang		arXiv
2025		Paper
2025/03-Context in object detection: a systematic literature review
*Mahtab Jamali, Paul Davidsson, Reza Khoshkangini, Martin Georg Ljungqvist & Radu-Casian Mihailescu *		AIR
2025		Paper
2025/02MSVCODMSVCOD:A Large-Scale Multi-Scene Dataset for Video Camouflage Object Detection
Shuyong Gao, Yu'ang Feng, Qishan Wang, Lingyi Hong, Xinyu Zhou, Liu Fei, Yan Wang, Wenqiang Zhang		arXiv
2025		Paper
2025/02CANetBiological Vision Inspired Context-awareness Network for Various Non-generic Object Detection
Chen Liang; Shaobing Gao; Liangtian He; Yiguang Liu		TCSVT
2025		Paper
2025/02CDNet2014Supervised Methods for Foreground Segmentation and Object Detection: A Review on the CDnet2014 Data
Oussama Bouf Ares; Wajdi Saadaoui; Mohamed Boussif		IREC
2025		Paper
2024/12CriDiffPMNet: Predator-Mimicking Network for Video Camouflaged Object Detection
Miao Zhang; Beiqi Hu; Shunyu Yao; Yongri Piao; Huchuan Lu		TMM
2025		Paper/Code
2025/04-An Improved YOLOv10 Model with Ghost Mode for Camouflage Detection in Complex Environments
Ming Du; Haikuan Wang; Wanglong Zhang; Wenpei Wu		ICCC
2025		Paper
2025/03Rgb-ImagesDetection of Human Intrusion Under Challenging Situations Though Rgb-Images Using Deep Learning
Vikash Kumar; Raghuraj Singh		UPCON
2025		Paper
2025/02MCODUAVMulti-scale attention and boundary-aware network for military camouflaged object detection using unmanned aerial vehicles
Keshun Liu, Aihua Li, Sen Yang, Changlong Wang & Yuhua Zhang		SIVP
2025		Paper
2025/02YOLO-EYOLO-E: a lightweight object detection algorithm for military targets
Yong Sun, Jianzhong Wang, Yu You, Zibo Yu, Shaobo Bian, Endi Wang & Weichao Wu		SIVP
2025		Paper
2025/01GreenVCODGreen Video Camouflaged Object Detection
Xinyu Wang, Hong-Shuo Chen, Zhiruo Zhou, Suya You, Azad M. Madni, C.-C. Jay Kuo		APSIPA ASC
2024		Paper
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
2024/06SAM-PMSAM-PM: Enhancing Video Camouflaged Object Detection using Spatio-Temporal Attention
Muhammad Nawfal Meeran, Gokul Adethya T, Bhanu Pratyush Mantha		CVPR Ws
2024		Paper/Code
2024/03EMIPExplicit 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
2024/02TSP-SAMEndow 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
2024/02IMEXImplicit-Explicit Motion Learning for Video Camouflaged Object Detection
Wenjun Hui; Zhenfeng Zhu; Guanghua Gu; Meiqin Liu; Yao Zhao		TMM
2024		Paper
2023/11TMNetTokenMotion: 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
2023/10ZoomNeXtZoomNeXt: 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
ReleaseMethodTitlePub.Links
2023/09CAMEVALThe Making and Breaking of Camouflage camouflage scores function
Hala Lamdouar, Weidi Xie, Andrew Zisserman		ICCV
2023		Paper/Code
2022/08OFSEM-driven unsupervised learning for efficient motion segmentation
Etienne Meunier, Ana¨ıs Badoual, and Patrick Bouthemy.		TPAMI
2022		Paper/Code
2022/07OCLRSegmenting Moving Objects via an Object-Centric Layered Representation
Junyu Xie, Weidi Xie, Andrew Zisserman.		NeurIPS
2022		Paper
2022/06SLTNetImplicit Motion Handling for Video Camouflaged Object Detection MoCA-Mask dataset
Xuelian Cheng, Huan Xiong, Deng-Ping Fan, et al.		CVPR
2022		Paper/Code
2022/06QSDIA 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
2022/03RCFThe Right Spin: Learning Object Motion from Rotation-Compensated Flow Fields
Pia Bideau, Erik Learned-Miller, Cordelia Schmid, et al.		IJCV
2022		Paper
2021/11SIMOSegmenting Invisible Moving Objects
Hala Lamdouar, Weidi Xie, and Andrew Zisserman.		BMVC
2021		Paper/Project
2021/04MGSelf-Supervised Video Object Segmentation by Motion Grouping
Charig Yang, Hala Lamdouar, Erika Lu, et al.		ICCV
2021		Paper/Code/Project
2020/11VRSBetrayed By Motion: Camouflaged Object Discovery via Motion Segmentation MoCA dataset
Hala Lamdouar, Charig Yang, Weidi Xie,et al.		ACCV
2020		Paper/Code
2018/12FMCObject discovery in videos as foreground motion clustering
Christopher Xie, Yu Xiang, Zaid Harchaoui, et al.		CVPR
2019		Paper

2. Transparent Object Segmentation(TOS)

ReleaseMethodTitlePub.Links
2024/01-Scanning and Affordance Segmentation of Glass and Plastic Bottles
Floris Erich; Noriaki Ando; Yusuke Yoshiyasu		SII
2024		Paper
2023/11CGSDNetCGSDNet: 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
2023/06BCNetBoundary Cue Guidance and Contextual Feature Mining for Glass Segmentation
Qiquan Xiao; Yuan Zhang; Xuanya Li; Kai Hu		ICASSP
2023		Paper
2023/03TROSNetTROSD: 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
2022/03ClearPoseClearPose: Large-scale Transparent Object Dataset and Benchmark ClearPose dataset
Xiaotong Chen, Huijie Zhang, Zeren Yu, Anthony Opipari, Odest Chadwicke Jenkins		ECCV
2022		Paper/Code
2022/03Trans4TransTrans4Trans: 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 LiuCAC
2021		Paper
2021/01Trans2SegSegmenting 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
2020/06GDNetDon’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
2020/03TransLabSegmenting 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
2018/03TOM-NetTOM-Net: Learning Transparent Object Matting from a Single Image TOM-Net dataset
Guanying Chen, Kai Han, Kwan-Yee K. Wong		CVPR
2018		Paper/Code
2015/11TransCutTransCut: 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)

ReleaseMethodTitlePub.Links
2023/12-Transformer and Feature Enhancement for Lightweight Rail Surface Defect Detection
Baoqu Gao; Jing Peng		ITAIC
2023		Paper
2023/11MFAM-NetMFAM-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 AccessPaper
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)

ReleaseMethodTitlePub.Links
2024/01CCFNetCross-level Context Fusion Network for Polyp Segmentation in Colonoscopy Images
Duanfang Cai; Kongcai Zhan; Youguo Tan; Xiaoyan Chen; Heng Luo; Guangyu Li		IEEE AccessPaper
2024/01DUSFormerDUSFormer: Dual-Swin Transformer V2 Aggregate Network for Polyp Segmentation
Zhangrun Xia; Jingliang Chen; Chengzhun Lu		IEEE AccessPaper
2023/12HybridVPSHybridVPS: Hybrid-Supervised Video Polyp Segmentation Under Low-Cost Labels
Wenxue Li; Xinyu Xiong; Siying Li; Fugui Fan		SPL
2023		Paper
2023/12UDnetUDnet: 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
2023/10S2MES2ME: 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
2023/04PST-NetUnpaired Image-to-Image Translation Based Domain Adaptation for Polyp Segmentation
Xinyu Xiong; Siying Li; Guanbin Li		ISBI
2023		Paper
2023/04FPNAn 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
2022/09LDNetLesion-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
2022/09SSFormerStepwise Feature Fusion: Local Guides Global
Jinfeng Wang, Qiming Huang, Feilong Tang, Jia Meng, Jionglong Su & Sifan Song		MICCAI
2022		Paper/Code
2022/09LDNetLesion-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
2022/09SSTANSemi-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
2022/09TRFRNetTask-Relevant Feature Replenishment for Cross-Centre Polyp Segmentation
Task-Relevant Feature Replenishment for Cross-Centre Polyp Segmentation		MICCAI
2022		Paper/Code
2022/09PPFormerUsing 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
2022/09CPC-TransToward 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
2022/09CTContrastive 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
2022/09BoxPolypBoxPolyp: 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
2022/08BCNetBoundary 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
2022/05TGANetTGANet: Text-Guided Attention for Improved Polyp Segmentation
Nikhil Kumar Tomar, Debesh Jha, Ulas Bagci, Sharib Ali		MICCAI
2022		Paper/Code
2022/03DCRNetDuplex Contextual Relation Network For Polyp Segmentation
Zijin Yin; Kongming Liang; Zhanyu Ma; Jun Guo		ISBI
2022		Paper/Code
2022/03CoFoAdversarial 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
2021/03AAU-NetAsymmetric Attention Upsampling: Rethinking Upsampling For Biological Image Segmentation
Chunyu Dong; Qunfei Zhao; Kun Chen; Xiaolin Huang		ISBI
2021		Paper
2020/03SSNSSN: 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)

ReleaseMethodTitlePub.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
2023/04CdcSegNetCdcSegNet: 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
2022/12MHSnetMHSnet: 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
2022/10RACNSemi-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
2022/08LSSANetLSSANet: A Long Short Slice-Aware Network for Pulmonary Nodule Detection
Rui Xu, Yong Luo, Bo Du, Kaiming Kuang, Jiancheng Yang		MICCAI
2022		Paper/Code
2021/03SANetSANet: 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
2018/10MV-KBCKnowledge-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
2018/03DeepLungDeepLung: Deep 3D Dual Path Nets for Automated Pulmonary Nodule Detection and Classification
Wentao Zhu; Chaochun Liu; Wei Fan; Xiaohui Xie		WACV
2018		Paper
2016/03ConvNetsPulmonary 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).
NameYearPub.LevelStatistics
Total | Train | Test		ResolutionObjectsLabels
OVCamo2023arXivI11483 | 7713 | 3770300x199~2976x3968animals&humansCls.(75) Obj. Uns.
R2C7K2023arXivI6615 | - | -Camo: 300x199~2976x3968
Ref: 240x320~9500x9500		animals&humans
N.Cam		Cls.(64) Obj. Ref.
CoCOD8K2023TNNLSI8528 | 5933 |2595154x156~5184x3456animals&humansCls.(70) Obj. Gro.
CDS2K2023VII2492 | 0 |2492322x320~1024x1024industrial defect
N.Cam.		Cls.(18) B.Box Obj.
CAM-LDR2023TCSVTI6066 | 4040 |2026155x155~7360x4912animals&humansFix. Obj. Ins. Ran.
S-COD2023AAAII4040 | 4040 | 0155x155~7360x4912animals&humansScr.
COD10K2022TPAMII10000 | 6000 | 4000300x199~2976x3968animals&humans
N.Cam		Cls.(78) B.Box Obj. Ins.
CAMO++2022TIPI5500 | 3500 | 2000unreleasedanimals&humans
N.Cam		Cls.(93) B.Box Obj. Ins.
MoCA-Mask2022CVPRV22939 | 19313 | 3626480x360~1920x1080animalsCls.(44) B.Box Obj.
CAM-FR2021CVPRI2280 | 2000 | 280155x155~7360x4912animals&humansFix. Obj. Ins. Ran.
NC4K2021CVPRI4121 | 0 | 4121354x268~1280x960animalsObj. Ins.
MoCA2020ACCVV37250 | 0 | 37250480x360~1920x1080animalsCls.(67) B.Box
CAMO-COCO2019CVIUI2500 | 2000 | 500154x156~7360x4912animals&humans
N.Cam.		Obj.
CPD1K2018SPLI1000 | 0 | 1000854x480peopleObj.
CHAMELEON2017-I76 | 0 | 76450x300~2304x3456animalsObj.
CAD20162016ECCVV836 | 0 | 836640x360animalsCls.(6) Obj.

2. Transparent Object Segmentation(TOS)

NameYearPub.Linkslevel
ClearPose2022ECCVPaperImage
Trans10K-v22021IJCAIPaperImage
GDD2020CVPRPaperImage
Trans10K2020ECCVPaperImage
TOM-Net2018CVPRPaperImage
TransCut2015ICCVPaperImage

3. Surface Defect Detection(SDD)

NameYearPub.Linkslevel
MVTecAD2021IJCVPaperImage
NEU
(spot defect)		2021TIMPaperImage
MagneticTile defect2020VCPaperImage
KolektorSDD2019CVPRPaperImage
NEU
(steel pit defect)		2019TIMPaperImage
CrackForest2016TITSPaperImage
NEU
(oil pollution defect)		2014ISIJPaperImage
DAGM--WebpageImage

4. Polyp Segmentation(PS)

NameYearPub.Linkslevel
LDPolypVideo2021MICCAIPaperVideo
Kvasir-SEG2020MMMPaperImage
EndoScene2017J HEALTHC ENGPaperImage
CVC-ColonDB2016IEEE TMIPaperImage
CVC-ClinicDB2015CMIGPaperImage
ETIS2013Int J Comput Assist Radiol SurgPaperImage
ASU-Mayo--WebpageImage

5. Lung Nodule Detection(LND)

NameYearPub.Linkslevel
PN92021TPAMIPaperImage

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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