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awesome-camouflaged-object-detection

awesome-camouflaged-object-detection

伪装物体检测研究进展综述与资源汇总

本项目全面总结伪装物体检测(COD)领域的研究进展,涵盖检测、分割、场景理解等方向。汇集顶级论文、数据集和代码资源,定期更新最新成果。为研究人员提供了解COD前沿进展的重要参考。

伪装物体检测计算机视觉深度学习图像分割数据集Github开源项目
访问官网GitHub论文文档

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

A curated list 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: [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: <sub>Static Badge</sub>

<!--TOC-->

Content:

<!-- - [Overview](#Overview) -->

COD

<!--Transformer for COD: 1) [COD] Boosting COD with Boosting Camouflaged Object Detection with Dual-Task Interactive Transformer, ICPR 2) [COD] High-resolution Iterative Feedback Network for Camouflaged Object Detection, arXiv 3) [COD] Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection, ICCV21 4) [CIS] OSFormer: One-Stage Camouflaged Instance Segmentation with Transformers, ECCV22 5) [COD] Generative Transformer for Accurate and Reliable Salient Object Detection, arXiv -->

Preprint

YearPub.TitleLinks
--arXivAdaptive Guidance Learning for Camouflaged Object Detection <br> <sup><sub>Zhennan Chen, Xuying Zhang, Tian-Zhu Xiang, Ying Tai</sub></sup>Paper/Code
--arXivThe Art of Camouflage: Few-shot Learning for Animal Detection and Segmentation <br> <sup><sub>Thanh-Danh Nguyen, Anh-Khoa Nguyen Vu, Nhat-Duy Nguyen, Vinh-Tiep Nguyen, Thanh Duc Ngo, et al.</sub></sup>Paper/Code
--arXivLeveraging Open-Vocabulary Diffusion to Camouflaged Instance Segmentation <br> <sup><sub>Tuan-Anh Vu, Duc Thanh Nguyen, Qing Guo, Binh-Son Hua, Nhat Minh Chung, Ivor W. Tsang, Sai-Kit Yeung</sub></sup>Paper/Code
--arXivPre-train, Adapt and Detect: Multi-Task Adapter Tuning for Camouflaged Object Detection <br> <sup><sub>Yinghui Xing, Dexuan Kong, Shizhou Zhang, Geng Chen, Lingyan Ran, Peng Wang, Yanning Zhang</sub></sup>Paper/Code
--arXivJoint Salient Object Detection and Camouflaged Object Detection via Uncertainty-aware Learning <br> <sup><sub>Aixuan Li, Jing Zhang, Yunqiu Lv, Tong Zhang, Yiran Zhong, Mingyi He, Yuchao Dai</sub></sup>Paper/Code
--arXivReferring Camouflaged Object Detection <br> <sup><sub>Xuying Zhang, Bowen Yin, Zheng Lin, Qibin Hou, Deng-Ping Fan, Ming-Ming Cheng</sub></sup>Paper/Code
--arXivDQnet: Cross-Model Detail Querying for Camouflaged Object Detection <br> <sup><sub>Wei Sun, Chengao Liu, Linyan Zhang, Yu Li, Pengxu Wei, Chang Liu, Jialing Zou, Jianbin Jiao, Qixiang Ye</sub></sup>Paper/Code
--arXivTransformer transforms salient object detection and camouflaged object detection <br> <sup><sub>Yuxin Mao, Jing Zhang, Yuchao Dai, et al.</sub></sup>Paper/Code
--arXivExploring Depth Contribution for Camouflaged Object Detection <br> <sup><sub>Mochu Xiang, Jing Zhang, Yunqiu Lv, et al.</sub></sup>Paper/Code
--arXivTowards Accurate Camouflaged Object Detection with Mixture Convolution and Interactive Fusion <br> <sup><sub>Bo Dong, Mingchen Zhuge, Yongxiong Wang, Hongbo Bi, Geng Chen</sub></sup>Paper/Code
--arXivBoundary-Aware Segmentation Network for Mobile and Web Applications <br> <sup><sub>Xuebin Qin, Deng-Ping Fan, Chenyang Huang, et al.</sub></sup>Paper/Code

2024

YearPub.TitleLinks
2024TPAMIZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection <br> <sup><sub>Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu</sub></sup>Official/arXiv/<br>Code
2024ICMLSpider: A Unified Framework for Context-dependent Concept Understanding <br> <sup><sub>Xiaoqi Zhao, Youwei Pang, Wei Ji, Baicheng Sheng, Jiaming Zuo, Lihe Zhang, Huchuan Lu</sub></sup>Paper/Code
2024CVPRLAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion <br> <sup><sub>Pancheng Zhao, Peng Xu, Pengda Qin, Deng-Ping Fan, Zhicheng Zhang, Guoli Jia, Bowen Zhou, Jufeng Yang</sub></sup>Paper/Code
2024CVPRVSCode: General Visual Salient and Camouflaged Object Detection with 2D Prompt Learning <br> <sup><sub>Ziyang Luo, Nian Liu, Wangbo Zhao, Xuguang Yang, Dingwen Zhang, Deng-Ping Fan, Fahad Khan, Junwei Han</sub></sup>Paper/Code
2024CVPRDepth-Aware Concealed Crop Detection in Dense Agricultural Scenes <sub>Static Badge</sub> <br> <sup><sub>Liqiong Wang, Jinyu Yang, Yanfu Zhang, Fangyi Wang, Feng Zheng</sub></sup>Paper/Code
2024ICLRStrategic Preys Make Acute Predators: Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects <br> <sup><sub>Chunming He, Kai Li, Yachao Zhang, Yulun Zhang, Zhenhua Guo, Xiu Li, Martin Danelljan, Fisher Yu</sub></sup>Paper/Code
2024ICASSPEdge Attention Learning for Efficient Camouflaged Object Detection <br> <sup><sub>Zijian Liu; Ping Jiang; Lixin Lin; Xiaoheng Deng</sub></sup>Paper/Code
2024AAAICamoDiffusion: Camouflaged Object Detection via Conditional Diffusion Models <br> <sup><sub>Chen, Zhongxi and Sun, Ke and Lin, Xianming and Ji, Rongrong</sub></sup>Paper/Code
2024AAAIRelax Image-Specific Prompt Requirement in SAM: A Single Generic Prompt for Segmenting Camouflaged Objects GenSAM <br> <sup><sub>Jian Hu, Jiayi Lin, Weitong Cai, Shaogang Gong</sub></sup>Paper/Proj/<br>Code
2024WACVCamoFocus: Enhancing Camouflage Object Detection With Split-Feature Focal Modulation and Context Refinement <br> <sup><sub>Abbas Khan, Mustaqeem Khan, Wail Gueaieb, Abdulmotaleb El Saddik, Giulia De Masi, Fakhri Karray</sub></sup>Paper/Code
--------
2024TPAMICamoFormer: Masked Separable Attention for Camouflaged Object Detection <br> <sup><sub>Bowen Yin; Xuying Zhang; Deng-Ping Fan; Shaohui Jiao; Ming-Ming Cheng; Luc Van Gool; Qibin Hou</sub></sup>Official/arXiv/<br>Code
2024IJCVTowards Diverse Binary Segmentation via A Simple yet General Gated Network <br> <sup><sub>Xiaoqi Zhao, Youwei Pang, Lihe Zhang, Huchuan Lu, Lei Zhang</sub></sup>Paper/Code
2024TMMDecoupling and Integration Network for Camouflaged Object Detection <br> <sup><sub>Xiaofei Zhou; Zhicong Wu; Runmin Cong</sub></sup>Paper/Code
2024KBSSDRNet: Camouflaged object detection with independent reconstruction of structure and detail <br> <sup><sub>Juwei Guan, Xiaolin Fang, Tongxin Zhu, Weiqi Qian</sub></sup>Paper/Code
2024TCSVTEdge Perception Camouflaged Object Detection under Frequency Domain Reconstruction <br> <sup><sub>Zijian Liu; Xiaoheng Deng; Ping Jiang; Conghao Lv; Geyong Min; Xin Wang</sub></sup>Paper/Code
2024TCSVTEfficient Camouflaged Object Detection Network Based on Global Localization Perception and Local Guidance Refinement <br> <sup><sub>Xihang Hu; Xiaoli Zhang; Fasheng Wang; Jing Sun; Fuming Sun</sub></sup>Paper/Code
2024TCSVTFinding Camouflaged Objects Along the Camouflage Mechanisms <br> <sup><sub>Yang Yang; Qiang Zhang</sub></sup>Paper/Code
2024AppIntTwo guidance joint network based on coarse map and edge map for camouflaged object detection <br> <sup><sub>Zhe Tang, Jing Tang, Dengpeng Zou, Junyi Rao & Fang Qi</sub></sup>Paper/Code
2024ApplSciCamouflaged Object Detection That Does Not Require Additional Priors <br> <sup><sub>Yuchen Dong, Heng Zhou, Chengyang Li, Junjie Xie, Yongqiang Xie, and Zhongbo Li</sub></sup>Paper/Code
2024NeucomA systematic review of image-level camouflaged object detection with deep learning <br> <sup><sub>Yanhua Liang, Guihe Qin, Minghui Sun, Xinchao Wang, Jie Yan, Zhonghan Zhang</sub></sup>Paper/Code

2023

YearPub.TitleLinks
2023NeurIPSWeakly-Supervised Concealed Object Segmentation with SAM-based Pseudo Labeling and Multi-scale Feature Grouping <br> <sup><sub>Chunming He, Kai Li, Yachao Zhang, Guoxia Xu, Longxiang Tang, Yulun Zhang, Zhenhua Guo, Xiu Li</sub></sup>Paper/Code
2023ACM MMA Unified Query-based Paradigm for Camouflaged Instance Segmentation <br> <sup><sub>Do Dong, Jialun Pei, Rongrong Gao, Tian-Zhu Xiang, Shuo Wang, Huan Xiong</sub></sup>Paper/Code
2023ACM MMFrequency Perception Network for Camouflaged Object Detection <br> <sup><sub>*Runmin Cong, Mengyao Sun, Sanyi Zhang,

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