Ecosyste.ms: Awesome

An open API service indexing awesome lists of open source software.
Awesome Lists | Featured Topics | Projects
https://github.com/visionxiang/awesome-camouflaged-object-detection

A curated list of awesome resources for camouflaged/concealed object detection (COD).
https://github.com/visionxiang/awesome-camouflaged-object-detection
List: awesome-camouflaged-object-detection
camouflage camouflaged-object-detection cod concealed-object-detection object-segmentation segmentation
Last synced: 16 days ago
JSON representation
A curated list of awesome resources for camouflaged/concealed object detection (COD).
Host: GitHub
URL: https://github.com/visionxiang/awesome-camouflaged-object-detection
Owner: visionxiang
Created: 2022-01-02T13:34:01.000Z (almost 3 years ago)
Default Branch: main
Last Pushed: 2024-04-09T09:41:10.000Z (9 months ago)
Last Synced: 2024-04-13T01:43:58.162Z (8 months ago)
Topics: camouflage, camouflaged-object-detection, cod, concealed-object-detection, object-segmentation, segmentation
Homepage:
Size: 115 KB
Stars: 213
Watchers: 11
Forks: 29
Open Issues: 1
Metadata Files:
- Readme: README.md
Awesome Lists containing this project

ultimate-awesome - awesome-camouflaged-object-detection - A curated list of awesome resources for camouflaged/concealed object detection (COD). (Other Lists / Monkey C Lists)
README

        
# Awesome Camouflaged Object Detection 

A curated collection of awesome resources for **Camouflaged Object Detection (COD)**, including: 

- Camouflaged/Concealed Object Detection (COD)  

- Camouflaged/Concealed Object Segmentation (COS)  

- Camouflaged/Concealed Scene Understanding (CSU)

  

🔥 We commit to maintaining regular updates to ensure the continuous enhancement of this resource.

:loudspeaker: [08/2024] Update ECCV2024, MM2024 papers.  

:loudspeaker: [04/2024] Update CVPR2024 papers.  

:loudspeaker: [01/2024] Update ICLR2024, WACV2024 papers.   

:loudspeaker: [12/2023] Update NeurIPS2023, AAAI2024 papers.   

:loudspeaker: [08/2023] Update ICCV2023, MM2023, etc. papers for COD and CIS.   

:loudspeaker: [04/2023] Update CVPR2023 papers for COD and CIS.

:heavy_exclamation_mark: _{![Static Badge](https://img.shields.io/badge/dataset-grey)}

--------------------------------------------------------------------------------------

## Content:

- [Preprint](#Preprint)

- [Camouflaged Object Detection (COD)](#COD)

- [Video Camouflaged Object Detection (VCOD)](#VCOD)

- [Camouflaged Instance Segmentation (CIS)](#CIS)

- [Weakly-supervised COD](#WSCOD)

- [Zero-Shot COD](#Zero-Shot-COD)

- [Referring COD](#RefCOD)

- [Open-Vocabulary COS](#OVCOS)

- [RGB-P COS](#RGBP-COS)

- [Other Related](#Other-Related)

- [Datasets](#Datasets)

- [Appendix](#Appendix)

--------------------------------------------------------------------------------------

## Highlight

- **Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation** `ProMaC` 
 

  Jian Hu, Jiayi Lin, Junchi Yan, Shaogang Gong 
 

  *NeurIPS*, 2024 

  _{[![Static Badge](https://img.shields.io/badge/Paper-white?logoSize=auto)](https://arxiv.org/abs/2408.15205)}

  _{[![Static Badge](https://img.shields.io/badge/Code-white?logoSize=auto)](https://github.com/lwpyh/ProMaC_code)}

- **ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection** `ZoomNeXt` 
 

  Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu 


  *TPAMI*, 2024

  _{[![Static Badge](https://img.shields.io/badge/Paper-white?logoSize=auto)](https://arxiv.org/abs/2310.20208)}

  _{[![Static Badge](https://img.shields.io/badge/Code-white?logoSize=auto)](https://github.com/lartpang/ZoomNeXt)}

- **CamoFormer: Masked Separable Attention for Camouflaged Object Detection** `CamoFormer` 


  Bowen Yin; Xuying Zhang; Deng-Ping Fan; Shaohui Jiao; Ming-Ming Cheng; Luc Van Gool; Qibin Hou 


  *TPAMI*, 2024

  _{[![Static Badge](https://img.shields.io/badge/Paper-white?logoSize=auto)](https://arxiv.org/abs/2212.06570)}

  _{[![Static Badge](https://img.shields.io/badge/Code-white?logoSize=auto)](https://github.com/HVision-NKU/CamoFormer)}

- **Spider: A Unified Framework for Context-dependent Concept Understanding** `Spider` 


  Xiaoqi Zhao, Youwei Pang, Wei Ji, Baicheng Sheng, Jiaming Zuo, Lihe Zhang, Huchuan Lu 


  *ICML*, 2024

  _{[![Static Badge](https://img.shields.io/badge/Paper-white?logoSize=auto)](https://arxiv.org/abs/2405.01002)}

  _{[![Static Badge](https://img.shields.io/badge/Code-white?logoSize=auto)](https://github.com/Xiaoqi-Zhao-DLUT/Spider-UniCDSeg)}

  

- **Hierarchical Graph Interaction Transformer with Dynamic Token Clustering for Camouflaged Object Detection** `HGINet` 


  Siyuan Yao, Hao Sun, Tian-Zhu Xiang, Xiao Wang, Xiaochun Cao 


  *TIP*, 2024

  _{[![Static Badge](https://img.shields.io/badge/Paper-white?logoSize=auto)](https://arxiv.org/abs/2408.15020)}

  _{[![Static Badge](https://img.shields.io/badge/Code-white?logoSize=auto)](https://github.com/Garyson1204/HGINet)}

## Preprint

| **Pub.** | **Model** | **Title**          | **Links**        |

| :------: | :------: | :----------------------------------------------------------- |  :----------------------------------------------------------- |

| arXiv | ^`AGLNet` | Adaptive Guidance Learning for Camouflaged Object Detection      
 ^{_{*Zhennan Chen, Xuying Zhang, Tian-Zhu Xiang, Ying Tai*}}  | [Paper](https://arxiv.org/abs/2405.02824)\|[Code](https://github.com/ZNan-Chen/AGLNet)

| arXiv | ^`-` | Leveraging Open-Vocabulary Diffusion to Camouflaged Instance Segmentation   
 ^{_{*Tuan-Anh Vu, Duc Thanh Nguyen, Qing Guo, Binh-Son Hua, Nhat Minh Chung, Ivor W. Tsang, Sai-Kit Yeung*}}  | [Paper](https://arxiv.org/abs/2312.17505)\|Code 

| arXiv | ^`PAD` | Pre-train, Adapt and Detect: Multi-Task Adapter Tuning for Camouflaged Object Detection    
 ^{_{*Yinghui Xing, Dexuan Kong, Shizhou Zhang, Geng Chen, Lingyan Ran, Peng Wang, Yanning Zhang*}}  | [Paper](https://arxiv.org/abs/2307.10685)\|Code

| arXiv | ^`UJSCODv2` | Joint Salient Object Detection and Camouflaged Object Detection via Uncertainty-aware Learning   
 ^{_{*Aixuan Li, Jing Zhang, Yunqiu Lv, Tong Zhang, Yiran Zhong, Mingyi He, Yuchao Dai*}}  | [Paper](https://arxiv.org/abs/2307.04651)\|[Code](https://npucvr.github.io/UJSCOD/)

| arXiv | ^`R2CNet` | Referring Camouflaged Object Detection  _{![Static Badge](https://img.shields.io/badge/R2C7K-grey)}  
 ^{_{*Xuying Zhang, Bowen Yin, Zheng Lin, Qibin Hou, Deng-Ping Fan, Ming-Ming Cheng*}}  | [Paper](https://arxiv.org/abs/2306.07532)\|[Code](https://github.com/zhangxuying1004/RefCOD)

| arXiv | ^`DQnet` | DQnet: Cross-Model Detail Querying for Camouflaged Object Detection 
 ^{_{*Wei Sun, Chengao Liu, Linyan Zhang, Yu Li, Pengxu Wei, Chang Liu, Jialing Zou, Jianbin Jiao, Qixiang Ye*}} | [Paper](https://arxiv.org/abs/2212.08296)\|[Code](https://github.com/CVPR23/DQnet) 

| arXiv |  ^`-`   | Transformer transforms salient object detection and camouflaged object detection 
 ^{_{*Yuxin Mao, Jing Zhang, Yuchao Dai, et al.*}} | [Paper](https://arxiv.org/abs/2104.10127)\|[Code](https://github.com/fupiao1998/TrasformerSOD)

| arXiv |  ^`-`   | Exploring Depth Contribution for Camouflaged Object Detection 
 ^{_{*Mochu Xiang, Jing Zhang, Yunqiu Lv, et al.*}} | [Paper](https://arxiv.org/abs/2106.13217v3)\|Code

| arXiv |  ^`MCIFNet` | Towards Accurate Camouflaged Object Detection with Mixture Convolution and Interactive Fusion 
 ^{_{*Bo Dong, Mingchen Zhuge, Yongxiong Wang, Hongbo Bi, Geng Chen*}} | [Paper](https://arxiv.org/pdf/2101.05687.pdf)\|[Code](https://github.com/BigHeartDB/MCIFNet)  

| arXiv |  ^`BASNet`  | Boundary-Aware Segmentation Network for Mobile and Web Applications 
 ^{_{*Xuebin Qin, Deng-Ping Fan, Chenyang Huang, et al.*}} | [Paper](https://arxiv.org/pdf/2101.04704.pdf)\|[Code](https://github.com/xuebinqin/BASNet) 

## COD 

### Review 

| **Year** | **Pub.** | **Title**          | **Links**        |

| :------: | :------: | :----------------------------------------------------------- |  :----------------------------------------------------------- |  

| 2024 | arXiv | A Survey of Camouflaged Object Detection and Beyond    
 ^{_{*Fengyang Xiao, Sujie Hu, Yuqi Shen, Chengyu Fang, Jinfa Huang, Chunming He, Longxiang Tang, Ziyun Yang, Xiu Li*}}  | [Paper](https://arxiv.org/abs/2408.14562v1)\|[Res.](https://github.com/ChunmingHe/awesome-concealed-object-segmentation) 

| 2024 | Neucom | A systematic review of image-level camouflaged object detection with deep learning  
 ^{_{*Yanhua Liang, Guihe Qin, Minghui Sun, Xinchao Wang, Jie Yan, Zhonghan Zhang*}}  | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0925231223011736)\|[Res.](https://github.com/Liangyh18/COD_survey)

| 2024 | MulSys | A survey on deep learning-based camouflaged object detection  
 ^{_{*Junmin Zhong, Anzhi Wang, Chunhong Ren & Jintao Wu*}}  | [Paper](https://link.springer.com/article/10.1007/s00530-024-01478-7)\|

| 2023 | VI | Advances in Deep Concealed Scene Understanding   _{![Static Badge](https://img.shields.io/badge/CDS2K-grey)}  
 ^{_{*Deng-Ping Fan, Ge-Peng Ji, Peng Xu, Ming-Ming Cheng, Christos Sakaridis, Luc Van Gool*}} | [Paper](https://link.springer.com/article/10.1007/s44267-023-00019-6#article-info)\|[Proj](https://github.com/DengPingFan/CSU)  

| 2021 |  TCSVT  | Rethinking Camouflaged Object Detection: Models and Datasets   
^{_{*Hongbo Bi, Cong Zhang, Kang Wang, Jinghui Tong, Feng Zheng*}}   | [Paper](https://ieeexplore.ieee.org/document/9598866)\|

### 2024

| **Pub.** | **Model** | **Title**          | **Links**        |

| :------: | :------: | :----------------------------------------------------------- |  :----------------------------------------------------------- |  

| NeurIPS
²⁰²⁴  | ^`ProMaC` | Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation 
 ^{_{*Jian Hu, Jiayi Lin, Junchi Yan, Shaogang Gong*}}  | [Paper](https://arxiv.org/abs/2408.15205)\|[Code](https://github.com/lwpyh/ProMaC_code)  

| TPAMI
²⁰²⁴  | ^`ZoomNeXt` | ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection   
 ^{_{*Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu*}}  | [Offl.](https://ieeexplore.ieee.org/document/10568374)\|[arXiv](https://arxiv.org/abs/2310.20208)\|
[Code](https://github.com/lartpang/ZoomNeXt)  

| ECCV
²⁰²⁴ | ^`WSSCOD` | Learning Camouflaged Object Detection from Noisy Pseudo Label  `WSS COD`  
 ^{_{*Jin Zhang, Ruiheng Zhang, Yanjiao Shi, Zhe Cao, Nian Liu, Fahad Shahbaz Khan*}}  | [Paper](https://arxiv.org/abs/2407.13157)\|Code 

| ECCV
²⁰²⁴ | ^{`CamoTeacher`} | CamoTeacher: Dual-Rotation Consistency Learning for Semi-Supervised Camouflaged Object Detection `WSS COD`  
 ^{_{*Xunfa Lai, Zhiyu Yang, Jie Hu, Shengchuan Zhang, Liujuan Cao, Guannan Jiang, Zhiyu Wang, Songan Zhang, Rongrong Ji*}}  | [Paper](https://arxiv.org/abs/2408.08050)\|Code 

| ECCV
²⁰²⁴ | ^`SAM-COD` | SAM-COD: SAM-guided Unified Framework for Weakly-Supervised Camouflaged Object Detection     
 ^{_{*Huafeng Chen, Pengxu Wei, Guangqian Guo, Shan Gao*}}  | [Paper](https://www.arxiv.org/abs/2408.10760)\|Code

| ECCV
²⁰²⁴ | ^`PSCOD` | Just a Hint: Point-Supervised Camouflaged Object Detection  _{![Static Badge](https://img.shields.io/badge/P--COD-grey)}   
 ^{_{*Huafeng Chen, Dian Shao, Guangqian Guo, Shan Gao*}}  | [Paper](https://arxiv.org/abs/2408.10777v1)\|Code 

| ECCV
²⁰²⁴ | ^`ACUMEN` | Unlocking Attributes' Contribution to Successful Camouflage: A Combined Textual and Visual Analysis Strategy _{![Static Badge](https://img.shields.io/badge/COD--TAX-grey)}   
 ^{_{*Hong Zhang, Yixuan Lyu, Qian Yu, Hanyang Liu, Huimin Ma, Ding Yuan, Yifan Yang*}}  | [Paper](https://arxiv.org/abs/2408.12086)\|[Code](https://github.com/lyu-yx/ACUMEN) 

| ECCV
²⁰²⁴ | ^`OVCoser` | Open-Vocabulary Camouflaged Object Segmentation    _{![Static Badge](https://img.shields.io/badge/OVCamo-grey)}    
 ^{_{*Youwei Pang, Xiaoqi Zhao, Jiaming Zuo, Lihe Zhang, Huchuan Lu*}}   | [Paper](https://arxiv.org/abs/2311.11241)\|[Code](https://github.com/lartpang/OVCamo)

| ECCV
²⁰²⁴  | ^`FSEL` | Frequency-Spatial Entanglement Learning for Camouflaged Object Detection   
 ^{_{*Yanguang Sun, Chunyan Xu, Jian Yang, Hanyu Xuan, Lei Luo*}}  | [Paper](https://arxiv.org/abs/2409.01686)\|[Code](https://github.com/CSYSI/FSEL) 

| ECCV
²⁰²⁴  | ^{`FocusDiffuser`} |	FocusDiffuser: Perceiving Local Disparities for Camouflaged Object Detection   
 ^{_{*Jianwei Zhao, Xin Li, Fan Yang, Qiang Zhai, Ao Luo, Zicheng Jiao, Hong Cheng*}}  | [Paper](https://arxiv.org/abs/2407.13133)\|[Code](https://github.com/JWZhao-uestc/FocusDiffuser) 

| MM
²⁰²⁴ | ^`DSAM` | Exploring Deeper! Segment Anything Model with Depth Perception for Camouflaged Object Detection   
 ^{_{*Zhenni Yu, Xiaoqin Zhang, Li Zhao, Yi Bin, Guobao Xiao*}}  | [Paper](https://arxiv.org/abs/2407.12339)\|[Code](https://github.com/guobaoxiao/DSAM)  

| MM
²⁰²⁴ | ^`MMCPF` | Chain of Visual Perception: Harnessing Multimodal Large Language Models for Zero-shot Camouflaged Object Detection  `ZS COD`   
 ^{_{*Lv Tang, Peng-Tao Jiang, Zhihao Shen, Hao Zhang, Jinwei Chen, Bo Li*}}  | [Paper](https://arxiv.org/abs/2311.11273)\|[Code](https://github.com/luckybird1994/MMCPF)  

| MM
²⁰²⁴ | ^`TPNet` | Text-prompt Camouflaged Instance Segmentation with Graduated Camouflage Learning  
 ^{_{*Zhentao He, Changqun Xia, Shengye Qiao, Jia Li*}}  | Paper\|Code

| MM
²⁰²⁴ | ^`MiNet` | MiNet: Weakly-Supervised Camouflaged Object Detection through Mutual Interaction between Region and Edge Cues   
 ^{_{*Yuzhen Niu, Lifen Yang, Rui Xu, Yuezhou Li, Yuzhong Chen*}}  | Paper\|Code

| MM
²⁰²⁴ | ^`-` | Semi-supervised Camouflaged Object Detection from Noisy Data   
 ^{_{*Yuanbin Fu, Jie Ying, Houlei Lv, Xiaojie Guo*}}  | Paper\|Code

| ICML
²⁰²⁴ |  ^`Spider`  | Spider: A Unified Framework for Context-dependent Concept Understanding    
 ^{_{*Xiaoqi Zhao, Youwei Pang, Wei Ji, Baicheng Sheng, Jiaming Zuo, Lihe Zhang, Huchuan Lu*}}  | [Paper](https://arxiv.org/abs/2405.01002)\|[Code](https://github.com/Xiaoqi-Zhao-DLUT/Spider-UniCDSeg) 

| CVPR
²⁰²⁴ |  ^`LAKE-RED`  | LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion `Gen`   
 ^{_{*Pancheng Zhao, Peng Xu, Pengda Qin, Deng-Ping Fan, Zhicheng Zhang, Guoli Jia, Bowen Zhou, Jufeng Yang*}}  | [Paper](https://arxiv.org/abs/2404.00292)\|[Code](https://github.com/PanchengZhao/LAKE-RED)

| CVPR
²⁰²⁴ |  ^`VSCode`  | VSCode: General Visual Salient and Camouflaged Object Detection with 2D Prompt Learning   
 ^{_{*Ziyang Luo, Nian Liu, Wangbo Zhao, Xuguang Yang, Dingwen Zhang, Deng-Ping Fan, Fahad Khan, Junwei Han*}}  | [Paper](https://arxiv.org/abs/2311.15011)\|[Code](https://github.com/Sssssuperior/VSCode) 

| CVPR
²⁰²⁴ | ^`RISNet` | Depth-Aware Concealed Crop Detection in Dense Agricultural Scenes   _{![Static Badge](https://img.shields.io/badge/ACOD--12K-grey)}    
 ^{_{*Liqiong Wang, Jinyu Yang, Yanfu Zhang, Fangyi Wang, Feng Zheng*}}  | [Paper](https://openaccess.thecvf.com/content/CVPR2024/html/Wang_Depth-Aware_Concealed_Crop_Detection_in_Dense_Agricultural_Scenes_CVPR_2024_paper.html)\|[Code](https://github.com/Kki2Eve/RISNet) 

| ICLR
²⁰²⁴ |  ^`ICEG`  | Strategic Preys Make Acute Predators: Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects   
 ^{_{*Chunming He, Kai Li, Yachao Zhang, Yulun Zhang, Zhenhua Guo, Xiu Li, Martin Danelljan, Fisher Yu*}}  | [Paper](https://arxiv.org/abs/2308.03166)\|[Code](https://github.com/ChunmingHe/Camouflageator) 

| ICASSP
²⁰²⁴ | ^`EANet` | Edge Attention Learning for Efficient Camouflaged Object Detection   
 ^{_{*Zijian Liu; Ping Jiang; Lixin Lin; Xiaoheng Deng*}}  | [Paper](https://ieeexplore.ieee.org/document/10448139)\|Code 

| AAAI
²⁰²⁴ | ^{`Camo`
`Diffusion`} | CamoDiffusion: Camouflaged Object Detection via Conditional Diffusion Models   
 ^{_{*Chen, Zhongxi and Sun, Ke and Lin, Xianming and Ji, Rongrong*}}  | [Paper](https://ojs.aaai.org/index.php/AAAI/article/view/27890)\|[Code](https://github.com/Rapisurazurite/CamoDiffusion) 

| AAAI
²⁰²⁴ |  ^`GenSAM`  | Relax Image-Specific Prompt Requirement in SAM: A Single Generic Prompt for Segmenting Camouflaged Objects   
 ^{_{*Jian Hu, Jiayi Lin, Weitong Cai, Shaogang Gong*}}  | [Paper](https://arxiv.org/abs/2312.07374)\|[Proj](https://lwpyh.github.io/GenSAM/)\|
[Code](https://github.com/jyLin8100/GenSAM) 

| WACV
²⁰²⁴ |  ^`CamoFocus`   | CamoFocus: Enhancing Camouflage Object Detection With Split-Feature Focal Modulation and Context Refinement   
 ^{_{*Abbas Khan, Mustaqeem Khan, Wail Gueaieb, Abdulmotaleb El Saddik, Giulia De Masi, Fakhri Karray*}}  | [Paper](https://openaccess.thecvf.com/content/WACV2024/html/Khan_CamoFocus_Enhancing_Camouflage_Object_Detection_With_Split-Feature_Focal_Modulation_and_WACV_2024_paper.html)\|Code 

| --  | -- | -- | -- | 

| TPAMI
²⁰²⁴ | ^`CamoFormer` | CamoFormer: Masked Separable Attention for Camouflaged Object Detection   
 ^{_{*Bowen Yin; Xuying Zhang; Deng-Ping Fan; Shaohui Jiao; Ming-Ming Cheng; Luc Van Gool; Qibin Hou*}} | [Offl.](https://ieeexplore.ieee.org/document/10623294)\|[arXiv](https://arxiv.org/abs/2212.06570)\|
[Code](https://github.com/HVision-NKU/CamoFormer) 

| TIP | ^`HGINet` | Hierarchical Graph Interaction Transformer with Dynamic Token Clustering for Camouflaged Object Detection     
 ^{_{*Siyuan Yao, Hao Sun, Tian-Zhu Xiang, Xiao Wang, Xiaochun Cao*}}  | [Offl.](https://ieeexplore.ieee.org/document/10719619)\|[arXiv](https://arxiv.org/abs/2408.15020)\|
[Code](https://github.com/Garyson1204/HGINet)

| TIP
²⁰²⁴ |  ^`IdeNet` | IdeNet: Making Neural Network Identify Camouflaged Objects Like Creatures  
 ^{_{*Juwei Guan; Xiaolin Fang; Tongxin Zhu; Zhipeng Cai; Zhen Ling; Ming Yang; Junzhou Luo*}}  | [Paper](https://ieeexplore.ieee.org/abstract/document/10661228)\|[Code](https://github.com/whyandbecause/IdeNet) 

| IJCV
²⁰²⁴ |  ^`GateNetv2` | Towards Diverse Binary Segmentation via A Simple yet General Gated Network   
 ^{_{*Xiaoqi Zhao, Youwei Pang, Lihe Zhang, Huchuan Lu, Lei Zhang*}}  | [Paper](https://arxiv.org/abs/2303.10396)\|[Code](https://github.com/Xiaoqi-Zhao-DLUT/GateNet-RGB-Saliency)\|
[Res.](https://github.com/Xiaoqi-Zhao-DLUT/Awesome-Unified-Context-dependent-Concept-Segmentation) 

| TNNLS
²⁰²⁴ | ^`GLCONet` | GLCONet: Learning Multi-source Perception Representation for Camouflaged Object Detection   
 ^{_{*Yanguang Sun, Hanyu Xuan, Jian Yang, Lei Luo*}}  | [Paper](https://arxiv.org/abs/2409.09588)\|[Code](https://github.com/CSYSI/GLCONet)

| TMM
²⁰²⁴ | ^`DINet` | Decoupling and Integration Network for Camouflaged Object Detection  
 ^{_{*Xiaofei Zhou; Zhicong Wu; Runmin Cong*}}  | [Paper](https://ieeexplore.ieee.org/abstract/document/10417767)\|Code 

| TMM
²⁰²⁴ | ^`FGSA-Net` |    Frequency-Guided Spatial Adaptation for Camouflaged Object Detection     
 ^{_{*Shizhou Zhang, Dexuan Kong, Yinghui Xing, Yue Lu, Lingyan Ran, Guoqiang Liang, Hexu Wang, Yanning Zhang*}}  | [Paper](https://arxiv.org/abs/2409.12421)\|Code

| PR
²⁰²⁴ | ^`DSNet` | Camouflaged Object Detection via Dual-branch Fusion and Dual Self-similarity constraints     
 ^{_{*Haozhe Yang, Yuan Zhu, Ke Sun, Haoyang Ding, Xianming Lin*}}  | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0031320324006460)\|Code

| KBS
²⁰²⁴ | ^`SDRNet`  | SDRNet: Camouflaged object detection with independent reconstruction of structure and detail   
 ^{_{*Juwei Guan, Xiaolin Fang, Tongxin Zhu, Weiqi Qian*}}  | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0950705124006853)\|[Code](https://github.com/whyandbecause/SDRNet/)

| ESWA
²⁰²⁴ | ^`BiDiCOS`  | BiDiCOS: Camouflaged object segmentation via bilateral diffusion model    
 ^{_{*Xinhao Jiang, Wei Cai, Yao Ding, Xin Wang, Danfeng Hong, Xingyu Di, Weijie Gao*}}  | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0957417424016142)\|[Code](https://github.com/jiangxinhao2020/BiDiCOS)

| TCSVT
²⁰²⁴ | ^`DRFNet` |  Learning Discriminative Representations From Cross-Scale Features for Camouflaged Object Detection   
 ^{_{*Yongchao Wang; Xiuli Bi; Bo Liu; Yang Wei; Weisheng Li; Bin Xiao*}} | [Paper](https://ieeexplore.ieee.org/abstract/document/10616011)\|Code

| TCSVT
²⁰²⁴ | ^`CoNet` | CoNet: A Consistency-Oriented Network for Camouflaged Object Segmentation   
 ^{_{*Fei Wu; Jun Yin; Xiaochuan Li; Jianfeng Wu; Da Jin; Jiamin Yang*}} | [Paper](https://ieeexplore.ieee.org/abstract/document/10681598)\|Code

| TCSVT
²⁰²⁴ | ^`FDRNet` | Edge Perception Camouflaged Object Detection under Frequency Domain Reconstruction   
 ^{_{*Zijian Liu; Xiaoheng Deng; Ping Jiang; Conghao Lv; Geyong Min; Xin Wang*}} | [Paper](https://ieeexplore.ieee.org/document/10536093)\|Code 

| TCSVT
²⁰²⁴ | ^`PRNet` | Efficient Camouflaged Object Detection Network Based on Global Localization Perception and Local Guidance Refinement     
 ^{_{*Xihang Hu; Xiaoli Zhang; Fasheng Wang; Jing Sun; Fuming Sun*}}    | [Paper](https://ieeexplore.ieee.org/abstract/document/10379651)\|[Code](https://github.com/hu-xh/PRNet) 

| TCSVT
²⁰²⁴ | ^`CMNet` | Finding Camouflaged Objects Along the Camouflage Mechanisms   
 ^{_{*Yang Yang; Qiang Zhang*}}  | [Paper](https://ieeexplore.ieee.org/document/10231131)\|Code 

| CVIU
²⁰²⁴ | ^`DCPNet` | Dual cross perception network with texture and boundary guidance for camouflaged object detection   
 ^{_{*Yaming Wang, Jiatong Chen, Xian Fang, Mingfeng Jiang, Jianhua Ma*}}    | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S1077314224002121)\|Code

| CVIU
²⁰²⁴ | ^`PGTNet` | Camouflaged object segmentation with prior via two-stage training   
 ^{_{*Rui Wang, Caijuan Shi, Changyu Duan, Weixiang Gao, Hongli Zhu, Yunchao Wei, Meiqin Liu*}}  | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S1077314224001425)\|[Code](https://github.com/Ray3417/PGT)

| NeuCom
²⁰²⁴ | ^`MCA-SAM` | Multi-scale contrastive adaptor learning for segmenting anything in underperformed scenes    
 ^{_{*Ke Zhou, Zhongwei Qiu, Dongmei Fu*}}  | [Paper](https://arxiv.org/abs/2408.05936)\|Code

| ApplInt
²⁰²⁴ | ^`TJNet` | Two guidance joint network based on coarse map and edge map for camouflaged object detection    
 ^{_{*Zhe Tang, Jing Tang, Dengpeng Zou, Junyi Rao & Fang Qi*}}  | [Paper](https://link.springer.com/article/10.1007/s10489-024-05559-y)\|[Code](https://github.com/Huah2019/TJNet)

| ApplInt
²⁰²⁴ | ^`CCSNet` | Detecting camouflaged objects via cross-level context supplement   
 ^{_{*Qing Zhang, Weiqi Yan, Rui Zhao, Yanjiao Shi & Jian Zeng*}}  | [Paper](https://link.springer.com/article/10.1007/s10489-024-05694-6)\|Code  

| MIR
²⁰²⁴  | ^`-` | Segment Anything Is Not Always Perfect: An Investigation of SAM on Different Real-world Applications   
 ^{_{*Wei Ji, Jingjing Li, Qi Bi, Tingwei Liu, Wenbo Li, Li Cheng*}}  | [Offl.](https://link.springer.com/article/10.1007/s11633-023-1385-0)\|[arXiv](https://arxiv.org/abs/2304.05750)\|
[Code](https://github.com/LiuTingWed/SAM-Not-Perfect)

| TII
²⁰²⁴ | ^`VSSNet` |  Camouflaged Object Detection via Complementary Information-Selected Network Based on Visual and Semantic Separation   
 ^{_{*Chao Yin; Kequan Yang; Jide Li; Xiaoqiang Li; Yifan Wu*}}    | [Paper](https://ieeexplore.ieee.org/abstract/document/10609401)\|Code

| COMPAG
²⁰²⁴  | ^`TEAVit` | Green fruit detection methods: Innovative application of camouflage object detection and multilevel feature mining    
 ^{_{*Yuting Zhai, Zongmei Gao, Yang Zhou, Jian Li, Yuqi Zhang, Yanlei Xu*}}  | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0168169924007476)\|Code

| ECOINF
²⁰²⁴  | ^`YOLOv8-SIM` | Camouflage detection: Optimization-based computer vision for Alligator sinensis with low detectability in complex wild environments   `BBox`      
 ^{_{*Yantong Liu, Sai Che, Liwei Ai, Chuanxiang Song, Zheyu Zhang, Yongkang Zhou, Xiao Yang, Chen Xian*}}  | [Paper](https://www.sciencedirect.com/science/article/pii/S1574954124003443)\|[Code](https://github.com/Ap1rate/yolov8-SIM)

| ACCESS
²⁰²⁴ | ^`FS-CDIS` | The Art of Camouflage: Few-shot Learning for Animal Detection and Segmentation  _{![Static Badge](https://img.shields.io/badge/CAMO--FS-grey)}  
 ^{_{*Thanh-Danh Nguyen, Anh-Khoa Nguyen Vu, Nhat-Duy Nguyen, Vinh-Tiep Nguyen, Thanh Duc Ngo, et al.*}}  | [Paper](https://ieeexplore.ieee.org/document/10608133)\|[Code](https://github.com/danhntd/FS-CDIS)    

### 2023

| **Pub.** | **Model** | **Title**          | **Links**        |

| :------: | :------: | :----------------------------------------------------------- |  :----------------------------------------------------------- |

| NeurIPS
²⁰²³  | ^`WS-SAM` | Weakly-Supervised Concealed Object Segmentation with SAM-based Pseudo Labeling and Multi-scale Feature Grouping   
 ^{_{*Chunming He, Kai Li, Yachao Zhang, Guoxia Xu, Longxiang Tang, Yulun Zhang, Zhenhua Guo, Xiu Li*}}  | [Paper](https://arxiv.org/abs/2305.11003)\|[Code](https://github.com/ChunmingHe/WS-SAM)

| MM
²⁰²³  | ^`UQFormer`  | A Unified Query-based Paradigm for Camouflaged Instance Segmentation  
 ^{_{*Do Dong, Jialun Pei, Rongrong Gao, Tian-Zhu Xiang, Shuo Wang, Huan Xiong*}}  | [Paper](https://arxiv.org/abs/2308.07392)\|[Code](https://github.com/dongbo811/UQFormer) 

| MM
²⁰²³ | ^`FPNet` | Frequency Perception Network for Camouflaged Object Detection  
 ^{_{*Runmin Cong, Mengyao Sun, Sanyi Zhang, Xiaofei Zhou, Wei Zhang, Yao Zhao*}}  | [Paper](https://arxiv.org/abs/2308.08924)\|[Code](https://github.com/rmcong/FPNet_ACMMM23) 

| MM
²⁰²³ | ^`FRINet` | Frequency Representation Integration for Camouflaged Object Detection  
 ^{_{*Chenxi Xie, Changqun Xia, Tianshu Yu, Jia Li*}} | [Paper](https://dl.acm.org/doi/10.1145/3581783.3611773)\|[Code](https://github.com/iCVTEAM/FRINet) 

| MM
²⁰²³  | ^`DaCOD` | Depth-aided Camouflaged Object Detection  
 ^{_{*Qingwei Wang, Jinyu Yang, Xiaosheng Yu, Fangyi Wang, Peng Chen, Feng Zheng*}} | [Paper](https://dl.acm.org/doi/10.1145/3581783.3611874)\|[Code](https://github.com/qingwei-wang/DaCOD)  

| MM
²⁰²³  | ^`XMSNet` | Object Segmentation by Mining Cross-Modal Semantics 
 ^{_{*Zongwei Wu, Jingjing Wang, Zhuyun Zhou, Zhaochong An, Qiuping Jiang, Cédric Demonceaux, Guolei Sun, Radu Timofte*}}  | [Paper](https://arxiv.org/abs/2305.10469)\|[Code](https://github.com/Zongwei97/XMSNet) 

| IJCAI
²⁰²³  | ^`PENet` | Locate, Refine and Restore: A Progressive Enhancement Network for Camouflaged Object Detection   
 ^{_{*Xiaofei Li, Jiaxin Yang, Shuohao Li, Jun Lei, Jun Zhang, Dong Chen*}}  | [Paper](https://www.ijcai.org/proceedings/2023/124)\|Code 

| ICCV
²⁰²³  | ^`PopNet` | Source-free Depth for Object Pop-out  
 ^{_{*Zongwei Wu, Danda Pani Paudel, Deng-Ping Fan, Jingjing Wang, Shuo Wang, Cedric Demonceaux, Radu Timofte, Luc Van Gool*}}  | [Paper](https://arxiv.org/abs/2212.05370)\|[Code](https://github.com/Zongwei97/PopNet) 

| ICCV
²⁰²³  | ^`-` | The Making and Breaking of Camouflage    
 ^{_{*Hala Lamdouar, Weidi Xie, Andrew Zisserman*}} | [Paper](https://arxiv.org/abs/2309.03899)\|[Code](https://github.com/hlamdouar/CAMEVAL) 

| ICCVW
²⁰²³  | ^{`SAM-Adapter`} | SAM-Adapter: Adapting Segment Anything in Underperformed Scenes   
 ^{_{*Tianrun Chen, Lanyun Zhu, Chaotao Deng, Runlong Cao, Yan Wang, Shangzhan Zhang, Zejian Li, Lingyun Sun, Ying Zang, Papa Mao*}} | [Offl.](https://openaccess.thecvf.com/content/ICCV2023W/VCL/html/Chen_SAM-Adapter_Adapting_Segment_Anything_in_Underperformed_Scenes_ICCVW_2023_paper.html)\|[arXiv](https://arxiv.org/abs/2304.09148)\|
[Code](https://github.com/tianrun-chen/SAM-Adapter-PyTorch) 

| CVPR
²⁰²³  | ^`FSPNet` | Feature Shrinkage Pyramid for Camouflaged Object Detection with Transformers  
 ^{_{*Zhou Huang, Hang Dai, Tian-Zhu Xiang, Shuo Wang, Huai-Xin Chen, Jie Qin, and Huan Xiong*}}  | [Paper](https://arxiv.org/abs/2303.14816)\|[Code](https://github.com/ZhouHuang23/FSPNet)

| CVPR
²⁰²³  | ^`FEDER` | Camouflaged Object Detection with Feature Decomposition and Edge Reconstruction   
 ^{_{*Chunming He, Kai Li, Yachao Zhang, Longxiang Tang, Yulun Zhang, Zhenhua Guo, Xiu Li*}}  | [Paper](https://openaccess.thecvf.com/content/CVPR2023/html/He_Camouflaged_Object_Detection_With_Feature_Decomposition_and_Edge_Reconstruction_CVPR_2023_paper.html)\|[Code](https://github.com/ChunmingHe/FEDER)

| CVPR
²⁰²³  | ^`EVP` | Explicit Visual Prompting for Low-Level Structure Segmentations  
 ^{_{*Weihuang Liu, Xi Shen, Chi-Man Pun, Xiaodong Cun*}}  | [Paper](https://arxiv.org/abs/2303.10883)\|[Code](https://github.com/NiFangBaAGe/Explicit-Visual-Prompt)

| CVPR
²⁰²³  | ^`IOCFormer` | Indiscernible Object Counting in Underwater Scenes    _{![Static Badge](https://img.shields.io/badge/IOCfish5K-grey)}   
 ^{_{*Guolei Sun, Zhaochong An, Yun Liu, Ce Liu, Christos Sakaridis, Deng-Ping Fan, Luc Van Gool*}}  | [Paper](https://arxiv.org/abs/2304.11677)\|[Code](https://github.com/GuoleiSun/Indiscernible-Object-Counting)  

| AAAI
²⁰²³  | ^`CRNet` | Weakly-Supervised Camouflaged Object Detection with Scribble Annotations   _{![Static Badge](https://img.shields.io/badge/S--COD-grey)}  
 ^{_{*Ruozhen He, Qihua Dong, Jiaying Lin, Rynson W.H. Lau*}}  | [Paper](https://arxiv.org/abs/2207.14083)\|[Code](https://github.com/dddraxxx/Weakly-Supervised-Camouflaged-Object-Detection-with-Scribble-Annotations)

| AAAI
²⁰²³  |  ^`HitNet`  | High-resolution Iterative Feedback Network for Camouflaged Object Detection 
 ^{_{*Xiaobin Hu, Deng-Ping Fan, Xuebin Qin, et al.*}} | [Paper](https://ojs.aaai.org/index.php/AAAI/article/view/25167)\|[Code](https://github.com/HUuxiaobin/HitNet) 

| ECAI
²⁰²³ | ^`diffCOD` | Diffusion Model for Camouflaged Object Detection     
 ^{_{*Zhennan Chen, Rongrong Gao, Tian-Zhu Xiang, Fan Lin*}} | [Paper](https://arxiv.org/abs/2308.00303)\|[Code](https://github.com/ZNan-Chen/diffCOD)

| ICASSP
²⁰²³  | ^`TinyCOD` | TINYCOD: Tiny and Effective Model for Camouflaged Object Detection 
 ^{_{*Haozhe Xing; Shuyong Gao; Hao Tang; Tsui Qin Mok; Yanlan Kang; Wenqiang Zhang*}} | [Paper](https://ieeexplore.ieee.org/document/10095226)\|[Code](https://github.com/Haozhe-Xing/TinyCOD)

| ICME
²⁰²³  | ^`EAMNet` | Edge-Aware Mirror Network for Camouflaged Object Detection  
 ^{_{*Dongyue Sun, Shiyao Jiang, Lin Qi*}}  | [Paper](https://arxiv.org/abs/2307.03932)\|[Code](https://github.com/sdy1999/EAMNet)

| ICME
²⁰²³  | ^`FDNet` | Camouflaged Object Detection with Feature Grafting and Distractor Aware   _{![Static Badge](https://img.shields.io/badge/ACOD2K-grey)}  
 ^{_{*Yuxuan Song, Xinyue Li, Lin Qi*}}  | [Paper](https://arxiv.org/abs/2307.03943)\|[Code](https://github.com/syxvision/FDNet)

| ICME
²⁰²³  | ^`OAFormer` | OAFormer: Occlusion Aware Transformer for Camouflaged Object Detection 
 ^{_{*Xin Yang, Hengliang Zhu, Guojun Mao, Shuli Xing*}}  | [Paper](https://ieeexplore.ieee.org/document/10219627)\|[Code](https://github.com/xinyang920/OAFormer) 

| ICME
²⁰²³ | ^`CFANet` | CFANet: A Cross-layer Feature Aggregation Network for Camouflaged Object Detection   
 ^{_{*Qing ZhangWeiqi Yan*}}  | [Paper](https://ieeexplore.ieee.org/document/10219858)\|[Code](https://github.com/ZhangQing0329/CFANet)

| WACV
²⁰²³  | ^`MFFN` | MFFN: Multi-view Feature Fusion Network for Camouflaged Object Detection   
 ^{_{*Dehua Zheng, Xiaochen Zheng, Laurence T. Yang, Yuan Gao, Chenlu Zhu, Yiheng Ruan*}} | [Paper](https://arxiv.org/abs/2210.06361)\|[Code](https://github.com/dwardzheng/MFFN_COD)  

| --  | -- | -- | -- | 

| IJCV
²⁰²³ | ^`OPNet` | Camouflaged Object Segmentation with Omni Perception   
 ^{_{*Haiyang Mei, Ke Xu, Yunduo Zhou, Yang Wang, Haiyin Piao, Xiaopeng Wei, Xin Yang*}} | [Paper](https://www.researchgate.net/publication/372312626_Camouflaged_Object_Segmentation_with_Omni_Perception)\|[Code](https://github.com/Mhaiyang/2023_IJCV_OPNet)  

| TIP
²⁰²³ | ^`SAT` | Nowhere to Disguise: Spot Camouflaged Objects via Saliency Attribute Transfer   
 ^{_{*Wenda Zhao; Shigeng Xie; Fan Zhao; You He; Huchuan Lu*}} | [Paper](https://ieeexplore.ieee.org/abstract/document/10132418)\|[Code](https://github.com/wdzhao123/SAT) 

| TIP
²⁰²³ | ^`PUENet`  | Predictive Uncertainty Estimation for Camouflaged Object Detection 
 ^{_{*Yi Zhang, Jing Zhang, Wassim Hamidouche, Olivier Deforges*}} | [Paper](https://hal.science/hal-04142929/)\|[Code](https://github.com/Jun-Pu/PUENet)

| TIP
²⁰²³ | ^`FSNet` | FSNet: Focus Scanning Network for Camouflaged Object Detection  
 ^{_{*Ze Song; Xudong Kang; Xiaohui Wei; Haibo Liu; Renwei Dian; Shutao Li*}} | [Paper](https://ieeexplore.ieee.org/document/10103836)\|[Code](https://github.com/SongZeHNU/FSNet) 

| TIP
²⁰²³ | ^`ZSCOD` | Zero-Shot Camouflaged Object Detection `ZS COD`    
 ^{_{*Haoran Li; Chun-Mei Feng; Yong Xu; Tao Zhou; Lina Yao; Xiaojun Chang*}} | [Paper](https://ieeexplore.ieee.org/abstract/document/10234216)\|Code 

| TNNLS
²⁰²³ | ^`BBNet` | Collaborative Camouflaged Object Detection: A Large-Scale Dataset and Benchmark  _{![Static Badge](https://img.shields.io/badge/CoCOD8K-grey)}   
 ^{_{*Cong Zhang, Hongbo Bi, Tian-Zhu Xiang, Ranwan Wu, Jinghui Tong, Xiufang Wang*}} | [Paper](https://arxiv.org/abs/2310.04253)\|[Code](https://github.com/zc199823/BBNet--CoCOD) 

| TNNLS
²⁰²³ | ^`MRR-Net` | Camouflaged Object Segmentation Based on Matching–Recognition–Refinement Network  
 ^{_{*Xinyu Yan; Meijun Sun; Yahong Han; Zheng Wang*}} | [Paper](https://ieeexplore.ieee.org/document/10180211)\|[Code](https://github.com/XinyuYanTJU/MRR-Net)

| TNNLS
²⁰²³ | ^`PCPNet` | Pixel-Centric Context Perception Network for Camouflaged Object Detection   
 ^{_{*Ze Song; Xudong Kang; Xiaohui Wei; Shutao Li*}}  | [Paper](https://ieeexplore.ieee.org/abstract/document/10278183)\|Code 

| TMM
²⁰²³ | ^`UEDG` | UEDG: Uncertainty-Edge Dual Guided Camouflage Object Detection   
 ^{_{*Lyu, Yixuan and Zhang, Hong and Li, Yan and Liu, Hanyang and Yang, Yifan and Yuan, Ding*}}  | [Paper](https://ieeexplore.ieee.org/document/10183371)\|[Code](https://github.com/lyu-yx/UEDG) 

| PR
²⁰²³   | ^`Bi-RRNet`  | Bi-RRNet: Bi-level recurrent refinement network for camouflaged object detection    
 ^{_{*Yan Liu, Kaihua Zhang, Yaqian Zhao, Hu Chen, Qingshan Liu*}} | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0031320323002145)\|Code 

| SCIS
²⁰²³  | ^`-` | SAM Struggles in Concealed Scenes - Empirical Study on "Segment Anything"   
 ^{_{*Ge-Peng Ji, Deng-Ping Fan, Peng Xu, Bowen Zhou, Ming-Ming Cheng & Luc Van Gool*}} | [Paper](https://arxiv.org/abs/2304.06022)\|Code 

| TCSVT
²⁰²³ | ^`LSR+` | Towards Deeper Understanding of Camouflaged Object Detection  _{![Static Badge](https://img.shields.io/badge/CAM--LDR-grey)}   
 ^{_{*Yunqiu Lv, Jing Zhang, Yuchao Dai, Aixuan Li, Nick Barnes, Deng-Ping Fan*}} | [Paper](https://arxiv.org/abs/2205.11333)/[Code](https://github.com/JingZhang617/COD-Rank-Localize-and-Segment)

| TCSVT
²⁰²³ | ^`MSCAF-Net` | MSCAF-Net: A General Framework for Camouflaged Object Detection via Learning Multi-Scale Context-Aware Features  
 ^{_{*Yu Liu; Haihang Li; Juan Cheng; Xun Chen*}}  | [Paper](https://ieeexplore.ieee.org/abstract/document/10045692)\|[Code](https://github.com/yuliu316316/MSCAF-COD) 

| TCSVT
²⁰²³ | ^`SARNet` | Go Closer To See Better: Camouflaged Object Detection via Object Area Amplification and Figure-ground Conversion  
 ^{_{*Haozhe Xing; Yan Wang; Xujun Wei; Hao Tang; Shuyong Gao; Wenqiang Zhang*}}  | [Paper](https://ieeexplore.ieee.org/abstract/document/10065514)/[Code](https://github.com/Haozhe-Xing/SARNet)

| TCSVT
²⁰²³ | ^`DCNet` | Dual-Constraint Coarse-to-Fine Network for Camouflaged Object Detection  
 ^{_{*Guanghui Yue; Houlu Xiao; Hai Xie; Tianwei Zhou; Wei Zhou; Weiqing Yan; etc.*}}  | [Paper](https://ieeexplore.ieee.org/abstract/document/10262011)\|Code 

| TCSVT
²⁰²³ |  ^`TANet`  | Deep Texture-Aware Features for Camouflaged Object Detection    
^{_{*Jingjing Ren, Xiaowei Hu, Lei Zhu, Xuemiao Xu, et al.*}}  | [Paper](https://arxiv.org/pdf/2102.02996.pdf)\|Code 

| Neucom
²⁰²³   | ^`CINet` |  Camouflaged object detection with counterfactual intervention    
 ^{_{*Xiaofei Li, Hongying Li, Hao Zhou, Miaomiao Yu, Dong Chen, Shuohao Li, Jun Zhang*}} | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0925231223006537)\|Code 

| TIM
²⁰²³ | ^`JCNet` | Camouflaged Object Segmentation Based on Joint Salient Object for Contrastive Learning  
 ^{_{*Jiang, Xinhao and Cai, Wei and Ding, Yao and Wang, Xin and Hong, Danfeng and Yang, Zhiyong and Gao, Weijie*}} | [Paper](https://ieeexplore.ieee.org/abstract/document/10224812)\|[Code](https://github.com/jiangxinhao2020/JCNet)  

| ApplInt
²⁰²³ | ^`TSFNet` | Ternary symmetric fusion network for camouflaged object detection  
 ^{_{*Yangyang Deng, Jianxin Ma, Yajun Li, Min Zhang & Li Wang*}} | [Paper](https://link.springer.com/article/10.1007/s10489-023-04898-6)\|Code

### 2022 

| **Pub.** | **Model** | **Title**          | **Links**        |

| :------: | :------: | :----------------------------------------------------------- |  :----------------------------------------------------------- | 

|   NeurIPS
²⁰²²   |  ^`FGA-Net` | Exploring Figure-Ground Assignment Mechanism in Perceptual Organization   
 ^{_{*Wei Zhai, Yang Cao, Jing Zhang, Zheng-Jun Zha*}} | [Paper](https://proceedings.neurips.cc/paper_files/paper/2022/hash/6cc31b44d88dce8380d36e81485cd07f-Abstract-Conference.html)\|[Code](https://openreview.net/forum?id=c3HrNgQE7d)

|   MM
²⁰²²   |  ^`PreyNet` | PreyNet: Preying on camouflaged objects 
 ^{_{*M Zhang, S Xu, Yongri Piao, D Shi, S Lin, H Lu*}} | [Paper](https://dl.acm.org/doi/abs/10.1145/3503161.3548178)\|[Code](https://github.com/sxu1997/PreyNet)

|   IJCAI
²⁰²²   |  ^`BGNet`   | Boundary-Guided Camouflaged Object Detection 
 ^{_{*Yujia Sun, Shuo Wang, Chenglizhao Chen, Tian-Zhu Xiang*}} | [Paper](https://www.ijcai.org/proceedings/2022/186)\|[Code](https://github.com/thograce/BGNet)

|   CVPR
²⁰²²   |   ^`ZoomNet`   | Zoom In and Out: A Mixed-scale Triplet Network for Camouflaged Object Detection 
 ^{_{*Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu*}} | [Paper](https://arxiv.org/abs/2203.02688)\|[Code](https://github.com/lartpang/ZoomNet)

|   CVPR
²⁰²²   |   ^`SegMaR`   | Segment, Magnify and Reiterate: Detecting Camouflaged Objects the Hard Way 
 ^{_{*Qi Jia, S. Yao, Yu Liu, et al.*}} | [Paper](https://openaccess.thecvf.com/content/CVPR2022/papers/Jia_Segment_Magnify_and_Reiterate_Detecting_Camouflaged_Objects_the_Hard_Way_CVPR_2022_paper.pdf)\|[Code](https://github.com/dlut-dimt/SegMaR) 

|   CVPR
²⁰²²   |   ^`-`   | Detecting Camouflaged Object in Frequency Domain 
 ^{_{*Yijie Zhong, Bo Li, Lv Tang, et al.*}} | [Paper](https://openaccess.thecvf.com/content/CVPR2022/papers/Zhong_Detecting_Camouflaged_Object_in_Frequency_Domain_CVPR_2022_paper.pdf)\|[Code](https://github.com/VisibleShadow/Implementation-of-Detecting-Camouflaged-Object-in-Frequency-Domain) 

|   AAAI
²⁰²²   |   ^`BSA-Net`  | I can find you! Boundary-guided Separated Attention Network for Camouflaged Object Detection 
^{_{*Hongwei Zhu, Peng Li, Haoran Xie, Mingqiang Wei, et al.*}} | [Paper](https://www.aaai.org/AAAI22Papers/AAAI-6565.ZhuH.pdf)\|[Code](https://github.com/WolfberryCoke/BSA-Net) | 

|   WACV
²⁰²²   |   ^`OCENet`   | Modeling Aleatoric Uncertainty for Camouflaged Object Detection 
 ^{_{*Jiawei Liu, Jing Zhang, Nick Barnes*}} | [Paper](https://openaccess.thecvf.com/content/WACV2022/papers/Liu_Modeling_Aleatoric_Uncertainty_for_Camouflaged_Object_Detection_WACV_2022_paper.pdf)\|[Code](https://github.com/Carlisle-Liu/OCENet)

|  ICME
²⁰²²    |  ^`PINet`   | Finding the Achilles Heel: Progressive Identification Network for Camouflaged Object Detection  
 ^{_{*Mu-Chun Chou, Hung-Jen Chen, Hong-Han Shuai*}} | [Paper](https://ieeexplore.ieee.org/abstract/document/9859854)\|[Code](https://github.com/michael861227/PINet)

| --  | -- | -- | -- | 

|   TPAMI
²⁰²²   |   ^`SINet-V2`   | Concealed Object Detection   _{![Static Badge](https://img.shields.io/badge/COD10K-grey)}  
^{_{*Deng-Ping Fan, Ge-Peng Ji, Ming-Ming Cheng, Ling Shao*}}        | [Paper](https://arxiv.org/abs/2102.10274)\|[Code](https://github.com/GewelsJI/SINet-V2)                                                   |

|   TIP
²⁰²²   |  ^`FAPNet` | Feature Aggregation and Propagation Network for Camouflaged Object Detection 
 ^{_{*Tao Zhou, Yi Zhou, Chen Gong, Jian Yang, Yu Zhang*}} | [Paper](https://ieeexplore.ieee.org/abstract/document/9940173)\|[Code](https://github.com/taozh2017/FAPNet)

|   TIP
²⁰²²   |  ^`FindNet` | FindNet: Can You Find Me? Boundary-and-Texture Enhancement Network for Camouflaged Object Detection  `BSA-Net Ext` 
 ^{_{*Peng Li, Xuefeng Yan, Hongwei Zhu, Mingqiang Wei, Xiao-Ping Zhang, Jing Qin*}} | [Paper](https://ieeexplore.ieee.org/document/9923635/)\|Code

|   TIP
²⁰²²   |  ^`MGL_v2` | MGL: Mutual Graph Learning for Camouflaged Object Detection   
^{_{*Qiang Zhai; Xin Li; Fan Yang; Zhicheng Jiao; Ping Luo; Hong Cheng; Zicheng Liu*}}  | [Paper](https://ieeexplore.ieee.org/document/9962828)\|[Code](https://github.com/fanyang587/MGL) 

|   TMM
²⁰²²   |  ^`DTC-Net`  | Deep Texton-Coherence Network for Camouflaged Object Detection 
 ^{_{*Wei Zhai, Yang Cao, HaiYong Xie, Zheng-Jun Zha*}} | [Paper](https://ieeexplore.ieee.org/abstract/document/9815160)\|Code 

|   KBS
²⁰²²   |  ^`BgNet`  | Boundary-guided network for camouflage object detection 
 ^{_{*Tianyou Chen, Jin Xiao, Xiaoguang Hu, Guofeng Zhang, Shaojie Wang*}} | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0950705122004294)\|[Code](https://github.com/clelouch/BgNet)

|   PR
²⁰²²   |   ^`CubeNet`   | CubeNet: X-shape connection for camouflaged object detection 
 ^{_{*Mingchen Zhuge, Xiankai Lu, Yiyou Guo, Zhihua Cai, Shuhan Chen*}} | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S003132032200125X?dgcid=raven_sd_recommender_email)\|[Code](https://github.com/mczhuge/CubeNet)

|   PR
²⁰²²   |   ^`ERRNet`  | Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration Network 
^{_{*Ge-Peng Ji, Lei Zhu, Mingchen Zhuge, Keren Fu*}} | [Paper](https://arxiv.org/abs/2111.03216)\|[Code](https://github.com/GewelsJI/ERRNet) 

|   TCSVT
²⁰²²   | ^`C2FNet-V2` | Camouflaged Object Detection via Context-aware Cross-level Fusion  
 ^{_{*Geng Chen, Si-Jie Liu, Yu-Jia Sun, Ge-Peng Ji, Ya-Feng Wu, Tao Zhou*}}  | [Paper](https://arxiv.org/abs/2207.13362)\|[Code](https://github.com/Ben57882/C2FNet-TSCVT) 

|   MIR
²⁰²²   |  ^`DGNet` | Deep Gradient Learning for Efficient Camouflaged Object Detection 
 ^{_{*Ge-Peng Ji, Deng-Ping Fan, Yu-Cheng Chou, et al.*}} | [Paper](https://arxiv.org/abs/2205.12853)\|[Code](https://github.com/GewelsJI/DGNet)

|   TOMM
²⁰²²   | ^`FBNet`  | Frequency-aware Camouflaged Object Detection 
 ^{_{*Jiaying Lin, Xin Tan, Ke Xu, Lizhuang Ma, Rynson W.H. Lau*}} | [Paper](https://dl.acm.org/doi/abs/10.1145/3545609)\|Code 

### 2021

| **Pub.** | **Model** | **Title**                                                   |  **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- |  :----------------------------------------------------------- |

|   ICCV
²⁰²¹   |  ^`UGTR`  | Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection 
^{_{*Fan Yang, Qiang Zhai, Xin Li, Rui Huang, et al.*}}        | [Paper](https://openaccess.thecvf.com/content/ICCV2021/papers/Yang_Uncertainty-Guided_Transformer_Reasoning_for_Camouflaged_Object_Detection_ICCV_2021_paper.pdf)\|[Code](https://github.com/fanyang587/UGTR)                                                   |

|   CVPR
²⁰²¹   |  ^`UJSCOD`  | Uncertainty-aware Joint Salient Object and Camouflaged Object Detection    
^{_{*Aixuan Li, Jing Zhang, Yunqiu Lv, Bowen Liu, Tong Zhang, Yuchao Dai*}}       | [Paper](https://openaccess.thecvf.com/content/CVPR2021/html/Li_Uncertainty-Aware_Joint_Salient_Object_and_Camouflaged_Object_Detection_CVPR_2021_paper.html)\|[Code](https://github.com/JingZhang617/Joint_COD_SOD) |

|   CVPR
²⁰²¹   |  ^`LSR`  | Simultaneously Localize, Segment and Rank the Camouflaged Objects   _{![Static Badge](https://img.shields.io/badge/NC4K-grey)}  
^{_{*Yunqiu Lv, Jing Zhang, Yuchao Dai, Aixuan Li, et al.*}}      | [Paper](https://openaccess.thecvf.com/content/CVPR2021/papers/Lv_Simultaneously_Localize_Segment_and_Rank_the_Camouflaged_Objects_CVPR_2021_paper.pdf)\|[Code](https://github.com/JingZhang617/COD-Rank-Localize-and-Segment)                                                   |

|   CVPR
²⁰²¹   |  ^`MGL` | Mutual Graph Learning for Camouflaged Object Detection    
^{_{*Qiang Zhai, Xin Li, Fan Yang, Chenglizhao Chen, Hong Cheng, Deng-Ping Fan*}}    | [Paper](https://openaccess.thecvf.com/content/CVPR2021/papers/Zhai_Mutual_Graph_Learning_for_Camouflaged_Object_Detection_CVPR_2021_paper.pdf)\|[Code](https://github.com/fanyang587/MGL)                                                   |

|   CVPR
²⁰²¹   |  ^`PFNet`  | Camouflaged Object Segmentation with Distraction Mining      
^{_{*Haiyang Mei, Ge-Peng Ji, Ziqi Wei, Xin Yang, Xiaopeng Wei, Deng-Ping Fan*}}                               | [Paper](https://openaccess.thecvf.com/content/CVPR2021/papers/Mei_Camouflaged_Object_Segmentation_With_Distraction_Mining_CVPR_2021_paper.pdf)\|[Code](https://mhaiyang.github.io/CVPR2021_PFNet/index)                                                   |

|   IJCAI
²⁰²¹   |  ^`C2FNet`  | Context-aware Cross-level Fusion Network for Camouflaged Object Detection 
^{_{*Yujia Sun, Geng Chen, Tao Zhou, Yi Zhang, Nian Liu*}}          | [Paper](https://arxiv.org/abs/2105.12555)\|[Code](https://github.com/thograce/C2FNet) |

|   AAAI
²⁰²¹   |  ^`TINet`  | Inferring Camouflaged Objects by Texture-Aware Interactive Guidance Network     
^{_{*Jinchao Zhu, Xiaoyu Zhang, Shuo Zhang, Junnan Liu*}}               | [Paper](https://ojs.aaai.org/index.php/AAAI/article/view/16475)\|Code |

|   AAAI
²⁰²¹ | ^`-` | CamouFinder: Finding Camouflaged Instances in Images `Demo` 
^{_{*Trung-Nghia Le, Vuong Nguyen, Cong Le, et al.*}} | [Paper](https://ojs.aaai.org/index.php/AAAI/article/view/18015)/[Video](https://www.youtube.com/watch?v=RI4nt5MDmwE&ab_channel=TrungNgh%C4%A9aL%C3%AA)

|   TIFS
²⁰²¹   | ^`TSPORTNet` | Integrating Part-Object Relationship and Contrast for Camouflaged Object Detection  
^{_{*Yi Liu, Dingwen Zhang, Qiang Zhang, and Jungong Han*}} | [Paper](https://www.researchgate.net/profile/Yi-Liu-35/publication/355923462_Integrating_Part-Object_Relationship_and_Contrast_for_Camouflaged_Object_Detection/links/625cb1221c096a380d0c8f91/Integrating-Part-Object-Relationship-and-Contrast-for-Camouflaged-Object-Detection.pdf)\|[Code](https://github.com/liuyi1989/TSPORTNet)

|   TIE
²⁰²¹   | ^`D2C-Net` | D2C-Net: A Dual-branch, Dual-guidance and Cross-refine Network for Camouflaged Object Detection 
^{_{*Kang Wang, Hongbo Bi, Yi Zhang, Cong Zhang, Ziqi Liu, Shuang Zheng*}}  | [Paper](https://ieeexplore.ieee.org/document/9430677)\|[Code](https://github.com/MS-KangWang/COD-D2Net) 

|   ACCESS
²⁰²¹   |  ^`MirrorNet` | MirrorNet: Bio-Inspired Camouflaged Object Segmentation     
^{_{*Jinnan Yan, Trung-Nghia Le, Khanh-Duy Nguyen, Minh-Triet Tran, Thanh-Toan Do, Tam V. Nguyen*}}  | [Paper](https://arxiv.org/abs/2007.12881)\|[Proj](https://sites.google.com/view/ltnghia/research/camo)

### Before 2020 

| **Pub.** | **Model** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

| CVPR
²⁰²⁰   |   ^`SINet`   | **Camouflaged Object Detection**   _{![Static Badge](https://img.shields.io/badge/COD10K-grey)}        
^{_{*Deng-Ping Fan, Ge-Peng Ji, Guolei Sun, Ming-Ming Cheng, Jianbing Shen, Ling Shao*}}      | [Paper](https://openaccess.thecvf.com/content_CVPR_2020/papers/Fan_Camouflaged_Object_Detection_CVPR_2020_paper.pdf)\|[Code](https://github.com/DengPingFan/SINet) |

| CVIU
²⁰¹⁹   |  ^`ANet` | Anabranch network for camouflaged object segmentation  _{![Static Badge](https://img.shields.io/badge/CAMO-grey)}    
^{_{*Trung-Nghia Le, Tam V. Nguyen, Zhongliang Nie, Minh-Triet Tran, Akihiro Sugimoto*}}  | [Paper](http://www.dgcv.nii.ac.jp/Publications/Papers/2019/cviu2019.pdf)\|[Code](https://sites.google.com/view/ltnghia/research/camo)

| SPL
²⁰¹⁹   |  ^`CPDDNet` | Detection of People With Camouflage Pattern Via Dense Deconvolution Network    _{![Static Badge](https://img.shields.io/badge/CPD1K-grey)}  
^{_{*Yunfei Zheng, Xiongwei Zhang, Feng Wang, Tieyong Cao, Meng Sun, Xiaobing Wang*}}  | [Paper](https://ieeexplore.ieee.org/document/8336933)\|[Code](https://github.com/xfflyer/Camouflaged-people-detection) 

| TIP
²⁰¹⁸   | ^`FWFC` | A Fusion Framework for Camouflaged Moving Foreground Detection in the Wavelet Domain  _{![Static Badge](https://img.shields.io/badge/CAMO_UOW-grey)}    
^{_{*Shuai Li, Dinei Florencio, Wanqing Li, Yaqin Zhao, Chris Cook*}}   | [Paper](https://arxiv.org/abs/1804.05984)\|[Code](https://sites.google.com/view/wanqingli/data-sets/uow-camo?authuser=0)    |

| IJCV
²⁰¹⁷   | ^`modiPNN` | Partially Camouflaged Object Tracking using Modified Probabilistic Neural Network and Fuzzy Energy based Active Contour    
^{_{*Ajoy Mondal, Susmita Ghosh, Ashish Ghosh*}}  | [Paper](https://link.springer.com/article/10.1007/s11263-016-0959-5)\|Code   |

## VCOD

| **Year** | **Pub.** | **Model** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- | 

| 2024 | TPAMI  | ^`ZoomNeXt` | ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection   
 ^{_{*Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu*}}  | [Offl.](https://ieeexplore.ieee.org/document/10568374)\|[arXiv](https://arxiv.org/abs/2310.20208)\|
[Code](https://github.com/lartpang/ZoomNeXt)  

| 2024 | IJCV | ^`RCFF` | The Right Spin: Learning Object Motion from Rotation-Compensated Flow Fields     
 ^{_{*Pia Bideau, Erik Learned-Miller, Cordelia Schmid, Karteek Alahari*}} | [Offl.](https://link.springer.com/article/10.1007/s11263-023-01859-x)\|[arXiv](https://arxiv.org/abs/2203.00115)

| 2024 | TMM   | ^`IMEX` | Implicit-Explicit Motion Learning for Video Camouflaged Object Detection    
 ^{_{*Wenjun Hui; Zhenfeng Zhu; Guanghua Gu; Meiqin Liu; Yao Zhao*}} | [Paper](https://ieeexplore.ieee.org/abstract/document/10430451)\|Code 

| 2024 | CVPR  | ^`TSP-SAM` | Endow SAM with Keen Eyes: Temporal-spatial Prompt Learning for Video Camouflaged Object Detection    
 ^{_{*Wenjun Hui, Zhenfeng Zhu, Shuai Zheng, Yao Zhao*}} | [Paper](https://openaccess.thecvf.com/content/CVPR2024/html/Hui_Endow_SAM_with_Keen_Eyes_Temporal-spatial_Prompt_Learning_for_Video_CVPR_2024_paper.html)\|[Code](https://github.com/WenjunHui1/TSP-SAM)

| 2024 | CVPRW | ^`SAM-PM`| SAM-PM: Enhancing Video Camouflaged Object Detection using Spatio-Temporal Attention  
 ^{_{*Muhammad Nawfal Meeran, Gokul Adethya T, Bhanu Pratyush Mantha*}} | [Paper](https://openaccess.thecvf.com/content/CVPR2024W/PVUW/html/Meeran_SAM-PM_Enhancing_Video_Camouflaged_Object_Detection_using_Spatio-Temporal_Attention_CVPRW_2024_paper.html)\|[Code](https://github.com/SpiderNitt/SAM-PM) 

| 2024 | ICASSP | ^`TMNet` | Tokenmotion: Motion-Guided Vision Transformer for Video Camouflaged Object Detection VIA Learnable Token Selection   
 ^{_{*Zifan Yu; Erfan Bank Tavakoli; Meida Chen; Suya You; Raghuveer Rao; et al*}}  | [Paper](https://ieeexplore.ieee.org/document/10447329)\|Code 

| 2023 | ICCV | ^`-` | The Making and Breaking of Camouflage    
 ^{_{*Hala Lamdouar, Weidi Xie, Andrew Zisserman*}} | [Paper](https://arxiv.org/abs/2309.03899)\|[Code](https://github.com/hlamdouar/CAMEVAL) 

| 2022 | CVPR | ^`SLTNet` | Implicit Motion Handling for Video Camouflaged Object Detection    _{![Static Badge](https://img.shields.io/badge/MoCA--Mask-grey)}   
 ^{_{*Xuelian Cheng, Huan Xiong, Deng-Ping Fan, et al.*}} | [Paper](https://dengpingfan.github.io/papers/[2022][CVPR]VCOD_MoCA-Mask.pdf)\|[Code](https://github.com/XuelianCheng/SLT-Net) 

| 2022 | CVPR | ^`QSDI` | A Deeper Dive Into What Deep Spatiotemporal Networks Encode: Quantifying Static vs. Dynamic Information      
 ^{_{*Matthew Kowal, Mennatullah Siam, Md Amirul Islam, Neil D. B. Bruce, Richard P. Wildes, Konstantinos G. Derpanis*}}  | [Offl.](https://openaccess.thecvf.com/content/CVPR2022/html/Kowal_A_Deeper_Dive_Into_What_Deep_Spatiotemporal_Networks_Encode_Quantifying_CVPR_2022_paper.html)\|[arXiv](https://arxiv.org/abs/2211.01783)\|
[Code](https://github.com/YorkUCVIL/Static-Dynamic-Interpretability/)\|[Proj](https://yorkucvil.github.io/Static-Dynamic-Interpretability/)  

| 2022 | NeurIPS | ^`OCLR` | Segmenting Moving Objects via an Object-Centric Layered Representation    
 ^{_{*Junyu Xie, Weidi Xie, Andrew Zisserman*}} | [Paper](https://proceedings.neurips.cc/paper_files/paper/2022/file/b37aa1d677970f2f56d0d17410c52b3b-Paper-Conference.pdf)\|[Code](https://github.com/Jyxarthur/OCLR_model)

| 2022 | TPAMI | ^`-` | EM-driven unsupervised learning for efficient motion segmentation      
 ^{_{*Etienne Meunier, Anaïs Badoual, Patrick Bouthemy*}} | [Paper](https://arxiv.org/abs/2201.02074)\|[Code](https://github.com/Etienne-Meunier-Inria/EM-Flow-Segmentation) 

| 2021 | ICCV | ^`MG` | Self-supervised Video Object Segmentation by Motion Grouping      
 ^{_{*Charig Yang, Hala Lamdouar, Erika Lu, Andrew Zisserman, Weidi Xie*}}  | [Paper](https://openaccess.thecvf.com/content/ICCV2021/html/Yang_Self-Supervised_Video_Object_Segmentation_by_Motion_Grouping_ICCV_2021_paper.html)\|[Code](https://charigyang.github.io/motiongroup/)\|
[Proj](https://charigyang.github.io/motiongroup/)  

| 2021 | BMVC | ^`SIMO` | Segmenting Invisible Moving Objects       
 ^{_{*Hala Lamdouar, Weidi Xie, Andrew Zisserman*}} | [Paper](https://www.bmvc2021-virtualconference.com/assets/papers/0056.pdf)\|[Proj](https://www.robots.ox.ac.uk/~vgg/research/simo/)  

| 2020 | ACCV | ^`-` | Betrayed by Motion: Camouflaged Object Discovery via Motion Segmentation    _{![Static Badge](https://img.shields.io/badge/MoCA-grey)}      
 ^{_{*Hala Lamdouar, Charig Yang, Weidi Xie, Andrew Zisserman*}}   | [Paper](https://arxiv.org/abs/2011.11630)\|[Code](https://github.com/hlamdouar/MoCA/)\|
[Data](https://www.robots.ox.ac.uk/~vgg/data/MoCA/)  

| 2018 | TIP | ^`FWFC` | A Fusion Framework for Camouflaged Moving Foreground Detection in the Wavelet Domain  _{![Static Badge](https://img.shields.io/badge/CAMO_UOW-grey)}    
^{_{*Shuai Li, Dinei Florencio, Wanqing Li, Yaqin Zhao, Chris Cook*}}   | [Paper](https://arxiv.org/abs/1804.05984)\|[Code](https://sites.google.com/view/wanqingli/data-sets/uow-camo?authuser=0)    |

| 2017 | IJCV | ^`modiPNN` | Partially Camouflaged Object Tracking using Modified Probabilistic Neural Network and Fuzzy Energy based Active Contour    
^{_{*Ajoy Mondal, Susmita Ghosh, Ashish Ghosh*}}  | [Paper](https://link.springer.com/article/10.1007/s11263-016-0959-5)\|Code   |

| 2016 | ECCV | ^`CMS` | It’s Moving! A Probabilistic Model for Causal Motion Segmentation in Moving Camera Videos     _{![Static Badge](https://img.shields.io/badge/Camouflaged--Animals--Dataset-grey)}         
 ^{_{*Pia Bideau, Erik Learned-Miller*}}  | [Paper](https://link.springer.com/chapter/10.1007/978-3-319-46484-8_26)\|[Code](http://vis-www.cs.umass.edu/motionSegmentation/)

## CIS 

| **Year** | **Pub.** | **Model** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

| 2024 | MM | ^`TPNet` | Text-prompt Camouflaged Instance Segmentation with Graduated Camouflage Learning  
 ^{_{*Zhentao He, Changqun Xia, Shengye Qiao, Jia Li*}}  | Paper\|Code

| 2024 | ApplInt | ^`MSPNet` | Multi-scale pooling learning for camouflaged instance segmentation   
 ^{_{*Chen Li, Ge Jiao, Guowen Yue, Rong He & Jiayu Huang*}}  | [Paper](https://link.springer.com/article/10.1007/s10489-024-05369-2)\|[Code](https://github.com/another-u/MSPNet-main) 

| 2023 | MM | ^`UQFormer` | A Unified Query-based Paradigm for Camouflaged Instance Segmentation  
 ^{_{*Do Dong, Jialun Pei, Rongrong Gao, Tian-Zhu Xiang, Shuo Wang, Huan Xiong*}}  | [Paper](https://arxiv.org/abs/2308.07392)\|[Code](https://github.com/dongbo811/UQFormer)

| 2023 | CVPR | ^`DCNet` | Camouflaged Instance Segmentation via Explicit De-camouflaging  
 ^{_{*Naisong Luo, Yuwen Pan, Rui Sun, Tianzhu Zhang, Zhiwei Xiong, Feng Wu*}}  | [Paper](https://openaccess.thecvf.com/content/CVPR2023/papers/Luo_Camouflaged_Instance_Segmentation_via_Explicit_De-Camouflaging_CVPR_2023_paper.pdf)\|[Code](https://github.com/USTCL/DCNet)

| 2023 | arXiv | ^`-` | Leveraging Open-Vocabulary Diffusion to Camouflaged Instance Segmentation  
 ^{_{*Tuan-Anh Vu, Duc Thanh Nguyen, Qing Guo, Binh-Son Hua, Nhat Minh Chung, Ivor W. Tsang, Sai-Kit Yeung*}}  | [Paper](https://arxiv.org/abs/2312.17505)\|Code 

| 2022 | ECCV | ^`OSFormer` | OSFormer: One-Stage Camouflaged Instance Segmentation with Transformers    
 ^{_{*Jialun Pei, Tianyang Cheng, Deng-Ping Fan, et al.*}} | [Paper](https://arxiv.org/abs/2207.02255)\|[Code](https://github.com/PJLallen/OSFormer)

| 2022 | TIP  | ^`CFL` | Camouflaged Instance Segmentation In-The-Wild: Dataset, Method, and Benchmark Suite   _{![Static Badge](https://img.shields.io/badge/CAMO++-grey)}     
 ^{_{*Trung-Nghia Le, Yubo Cao, Tan-Cong Nguyen, et al.*}} | [Paper](https://arxiv.org/abs/2103.17123)\|[Proj](https://sites.google.com/view/ltnghia/research/camo_plus_plus)  

| 2021 | AAAI | ^`-` | CamouFinder: Finding Camouflaged Instances in Images `Demo`    
^{_{*Trung-Nghia Le, Vuong Nguyen, Cong Le, et al.*}} | [Paper](https://ojs.aaai.org/index.php/AAAI/article/view/18015)\|[Video](https://www.youtube.com/watch?v=RI4nt5MDmwE&ab_channel=TrungNgh%C4%A9aL%C3%AA)

## WSCOD 

| **Year** | **Pub.** | **Model** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |  

| 2024 | ECCV | ^{`CamoTeacher`} | CamoTeacher: Dual-Rotation Consistency Learning for Semi-Supervised Camouflaged Object Detection   `WSS COD`  
 ^{_{*Xunfa Lai, Zhiyu Yang, Jie Hu, Shengchuan Zhang, Liujuan Cao, Guannan Jiang, Zhiyu Wang, Songan Zhang, Rongrong Ji*}}  | [Paper](https://arxiv.org/abs/2408.08050)\|Code

| 2024 | ECCV | ^`WSSCOD` | Learning Camouflaged Object Detection from Noisy Pseudo Label  `WSS COD`  
 ^{_{*Jin Zhang, Ruiheng Zhang, Yanjiao Shi, Zhe Cao, Nian Liu, Fahad Shahbaz Khan*}}  | [Paper](https://arxiv.org/abs/2407.13157)\|Code 

| 2024 | ECCV | ^`SAM-COD` | SAM-COD: SAM-guided Unified Framework for Weakly-Supervised Camouflaged Object Detection     
 ^{_{*Huafeng Chen, Pengxu Wei, Guangqian Guo, Shan Gao*}}  | [Paper](https://www.arxiv.org/abs/2408.10760)\|Code

| 2024 | ECCV | ^`-` | Just a Hint: Point-Supervised Camouflaged Object Detection  `Point`  _{![Static Badge](https://img.shields.io/badge/P--COD-grey)}   
 ^{_{*Huafeng Chen, Dian Shao, Guangqian Guo, Shan Gao*}}  | [Paper](https://arxiv.org/abs/2408.10777v1)\|Code 

| 2023 | NeurIPS | ^`WS-SAM` | Weakly-Supervised Concealed Object Segmentation with SAM-based Pseudo Labeling and Multi-scale Feature Grouping   
 ^{_{*Chunming He, Kai Li, Yachao Zhang, Guoxia Xu, Longxiang Tang, Yulun Zhang, Zhenhua Guo, Xiu Li*}}  | [Paper](https://arxiv.org/abs/2305.11003)\|[Code](https://github.com/ChunmingHe/WS-SAM)

| 2023 | AAAI | ^`CRNet` | Weakly-Supervised Camouflaged Object Detection with Scribble Annotations  `Scribble` _{![Static Badge](https://img.shields.io/badge/S--COD-grey)} 
 ^{_{*Ruozhen He, Qihua Dong, Jiaying Lin, Rynson W.H. Lau*}}  | [Paper](https://ojs.aaai.org/index.php/AAAI/article/view/25156)\|[Code](https://github.com/dddraxxx/Weakly-Supervised-Camouflaged-Object-Detection-with-Scribble-Annotations)

## Zero-Shot COD

| **Year** | **Pub.** | **Model** | **Title**          | **Links**        |

| :------: | :------: | :------: | :----------------------------------------------------------- |  :----------------------------------------------------------- |  

| 2024 | MM | ^`MMCPF` | Chain of Visual Perception: Harnessing Multimodal Large Language Models for Zero-shot Camouflaged Object Detection    
 ^{_{*Lv Tang, Peng-Tao Jiang, Zhihao Shen, Hao Zhang, Jinwei Chen, Bo Li*}}  | [Paper](https://arxiv.org/abs/2311.11273)\|[Code](https://github.com/luckybird1994/MMCPF) 

| 2023 | TIP | ^`ZSCOD` | Zero-Shot Camouflaged Object Detection     
 ^{_{*Haoran Li; Chun-Mei Feng; Yong Xu; Tao Zhou; Lina Yao; Xiaojun Chang*}} | [Paper](https://ieeexplore.ieee.org/abstract/document/10234216)\|Code  

## RefCOD

| **Year** | **Pub.** | **Model** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

| 2024 | ICME | ^`RPMA` | Reference Prompted Model Adaptation for Referring Camouflaged Object Detection   
 ^{_{*Xuewei Liu; Shaofei Huang; Ruipu Wu; Hengyuan Zhao; Duo Xu; Xiaoming Wei*}}  | [Paper](https://ieeexplore.ieee.org/abstract/document/10687557)\|Code

| 2023  | arXiv | ^`MLKG` | Large Model Based Referring Camouflaged Object Detection   
 ^{_{*Shupeng Cheng, Ge-Peng Ji, Pengda Qin, Deng-Ping Fan, Bowen Zhou, Peng Xu*}}  | [Paper](https://arxiv.org/abs/2311.17122)\|Code

| 2023  | arXiv | ^`R2CNet` | Referring Camouflaged Object Detection   _{![Static Badge](https://img.shields.io/badge/R2C7K-grey)}       
 ^{_{*Xuying Zhang, Bowen Yin, Zheng Lin, Qibin Hou, Deng-Ping Fan, Ming-Ming Cheng*}}   | [Paper](https://arxiv.org/abs/2306.07532)\|[Code]([https://github.com/ChunmingHe/WS-SAM](https://github.com/zhangxuying1004/RefCOD))

## OVCOS

| **Year** | **Pub.** | **Model** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

| 2024  | ECCV | ^`OVCoser` | Open-Vocabulary Camouflaged Object Segmentation    _{![Static Badge](https://img.shields.io/badge/OVCamo-grey)}    
 ^{_{*Youwei Pang, Xiaoqi Zhao, Jiaming Zuo, Lihe Zhang, Huchuan Lu*}}   | [Paper](https://arxiv.org/abs/2311.11241)\|[Code](https://github.com/lartpang/OVCamo)

| 2023  | arXiv | ^`-` | Leveraging Open-Vocabulary Diffusion to Camouflaged Instance Segmentation  
 ^{_{*Tuan-Anh Vu, Duc Thanh Nguyen, Qing Guo, Binh-Son Hua, Nhat Minh Chung, Ivor W. Tsang, Sai-Kit Yeung*}}  | [Paper](https://arxiv.org/abs/2312.17505)\|Code 

## RGBP COS

| **Year** | **Pub.** | **Model** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

| 2024 | EAAI | ^`IPNet` | IPNet: Polarization-based Camouflaged Object Detection via dual-flow network   _{![Static Badge](https://img.shields.io/badge/PCOD_1200-grey)}   
 ^{_{*Xin Wang, Jiajia Ding, Zhao Zhang, Junfeng Xu, Jun Gao*}}   | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0952197623014872)\|[Code](https://github.com/CVhfut/PCOD_1200) 

| 2023 | PRL | ^`PolarNet` | Polarization-based Camouflaged Object Detection  _{![Static Badge](https://img.shields.io/badge/PCOD-grey)}  
 ^{_{*Xin Wang, Zhao Zhang, Jun Gao*}}   | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0167865523002532)\|[Code](https://github.com/CVhfut/Polar-COD)

## Other Related 

| **Year** | **Pub.** | **Model** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- | 

| 2024 | CVPR | ^`LAKE-RED` | LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion `Gen`   
 ^{_{*Pancheng Zhao, Peng Xu, Pengda Qin, Deng-Ping Fan, Zhicheng Zhang, Guoli Jia, Bowen Zhou, Jufeng Yang*}}  | [Paper](https://arxiv.org/abs/2404.00292)\|[Code](https://github.com/PanchengZhao/LAKE-RED) 

| 2023 | AIR | ^`CamDiff` | CamDiff: Camouflage Image Augmentation via Diffusion Model  `Gen`  
 ^{_{*Xue-Jing Luo, Shuo Wang, Zongwei Wu, Christos Sakaridis, Yun Cheng, Deng-Ping Fan, Luc Van Gool*}} | [Paper](https://arxiv.org/abs/2304.05469)\|[Code](https://github.com/drlxj/CamDiff) 

| 2022 | CVPR | ^{`GANmouflage`} | GANmouflage: 3D Object Nondetection with Texture Fields   `Gen`   
 ^{_{*Rui Guo, Jasmine Collins, Oscar de Lima, Andrew Owens*}}  | [Paper](https://arxiv.org/abs/2201.07202)\|[Proj](https://rrrrrguo.github.io/ganmouflage/)

| 2022 | CVPR | ^`DTA` | DTA: Physical Camouflage Attacks using Differentiable Transformation Network     
 ^{_{*Naufal Suryanto, Yongsu Kim, Hyoeun Kang, et al.*}} | [Paper](https://arxiv.org/abs/2203.09831)\|Code

| 2022 | TMM | ^`LCG-Net` | Location-Free Camouflage Generation Network  `Gen`  
 ^{_{*Yangyang Li, Wei Zhai, Yang Cao, Zheng-jun Zha*}} | [Paper](https://arxiv.org/abs/2203.09845)\|[Code](https://github.com/Tale17/LCG-Net) 

| 2020 | AAAI |   ^`-`   | Deep Camouflage Images  `Gen`      
^{_{*Qing Zhang, Gelin Yin, Yongwei Nie, Wei-Shi Zheng*}}       | [Paper](https://ojs.aaai.org//index.php/AAAI/article/view/6981)\|[Code](https://github.com/hirokic5/Pytorch_CamouflageImages) |

## Datasets

| **Name** | **Year** | **Pub.** | **Links** | **Type** | **#Annot. Img.(Cam./Non)** | **Bbox** | **Obj. Mask** | **Ins. Mask** | **Comments**

| :------: | :------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: |

[CAMO++](https://sites.google.com/view/ltnghia/research/camo_plus_plus?authuser=0) | 2021 | TIP | [Paper](https://arxiv.org/abs/2103.17123) | Image | 2,700/2,800 | &check; | &check; | &check; | 

[NC4K](https://github.com/JingZhang617/COD-Rank-Localize-and-Segment) | 2021 | CVPR | [Paper](https://openaccess.thecvf.com/content/CVPR2021/papers/Lv_Simultaneously_Localize_Segment_and_Rank_the_Camouflaged_Objects_CVPR_2021_paper.pdf) | Image | 4,121 | &check; | &check; | &check; |

[COD10K](http://dpfan.net/camouflage/) | 2020 | CVPR | [Paper](https://openaccess.thecvf.com/content_CVPR_2020/papers/Fan_Camouflaged_Object_Detection_CVPR_2020_paper.pdf) | Image | 5,066/4,934 | &check; | &check; | &check; |

[CAMO](https://sites.google.com/view/ltnghia/research/camo) | 2019 | CVIU | [Paper](http://www.dgcv.nii.ac.jp/Publications/Papers/2019/cviu2019.pdf) | Image | 1,250/1,250 | &cross; | &check; | &cross; |

[CPD1K](https://github.com/xfflyer/Camouflaged-people-detection) | 2018 | SPL | [Paper](https://ieeexplore.ieee.org/document/8336933)  | Image | 1,000 | &cross; | &check; | &cross; | 

[CHAMELEON](https://www.polsl.pl/rau6/chameleon-database-animal-camouflage-analysis/) | 2017 | — | [Webpage](https://www.polsl.pl/rau6/chameleon-database-animal-camouflage-analysis/) | Image | 76 | &cross; | &check; | &cross; | 

|  |  |  |  |  |  |  |  |  |

[MoCA-Mask](https://xueliancheng.github.io/SLT-Net-project/) | 2022 | CVPR | [Paper](https://arxiv.org/abs/2203.07363) | Video | 4,691 | &check; | &check; | &cross; | 

[MoCA](https://www.robots.ox.ac.uk/~vgg/data/MoCA/) | 2020 | ACCV | [Paper](https://openaccess.thecvf.com/content/ACCV2020/html/Lamdouar_Betrayed_by_Motion_Camouflaged_Object_Discovery_via_Motion_Segmentation_ACCV_2020_paper.html) | Video | 7,617 | &check; | &cross; | &cross; | 

[CamoAnimals](http://vis-www.cs.umass.edu/motionSegmentation/) | 2016 | ECCV | [Paper](http://vis-www.cs.umass.edu/motionSegmentation/) | Video | 181 | &cross; | &check; | &check; |    

## Appendix

- [Awesome List for Camouflaged Object Detection](https://github.com/GewelsJI/SINet-V2/blob/main/AWESOME_COD_LIST.md)