【论文合集】Awesome Camouflaged Object Detection

github：GitHub - visionxiang/awesome-camouflaged-object-detection: A curated list of awesome resources for camouflaged/concealed object detection (COD).

Camouflaged Object Detection

A curated list of awesome resources for camouflaged/concealed object detection (COD). We will keep updating it.

Content:

目录

Camouflaged Object Detection

Content:

COD

Preprint

2023

2022

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2021

Before 2020

VCOD

CIS

Other Related

Datasets

Appendix

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COD

Preprint

Year	Pub.	Title	Links
--	arXiv	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/Code
--	arXiv	CamoFormer: Masked Separable Attention for Camouflaged Object Detection Bowen Yin, Xuying Zhang, Qibin Hou, Bo-Yuan Sun, Deng-Ping Fan, Luc Van Gool	Paper/Code
--	arXiv	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/Code
--	arXiv	Transformer transforms salient object detection and camouflaged object detection Yuxin Mao, Jing Zhang, Yuchao Dai, et al.	Paper/Code
--	arXiv	Exploring Depth Contribution for Camouflaged Object Detection Mochu Xiang, Jing Zhang, Yunqiu Lv, et al.	Paper/Code
--	arXiv	Towards Accurate Camouflaged Object Detection with Mixture Convolution and Interactive Fusion Bo Dong, Mingchen Zhuge, Yongxiong Wang, Hongbo Bi, Geng Chen	Paper/Code
--	arXiv	Boundary-Aware Segmentation Network for Mobile and Web Applications Xuebin Qin, Deng-Ping Fan, Chenyang Huang, et al.	Paper/Code

2023

Year	Pub.	Title	Links
2023	AAAI	Weakly-Supervised Camouflaged Object Detection with Scribble Annotations Ruozhen He, Qihua Dong, Jiaying Lin, Rynson W.H. Lau	Paper/Code
2023	AAAI	High-resolution Iterative Feedback Network for Camouflaged Object Detection Xiaobin Hu, Deng-Ping Fan, Xuebin Qin, et al.	Paper/Code
2023	WACV	MFFN: Multi-view Feature Fusion Network for Camouflaged Object Detection Dehua Zheng, Xiaochen Zheng, Laurence T. Yang, Yuan Gao, Chenlu Zhu, Yiheng Ruan	Paper/Code
--	--	--	--
2023	TCSVT	Towards Deeper Understanding of Camouflaged Object Detection LSR extension Yunqiu Lv, Jing Zhang, Yuchao Dai, Aixuan Li, Nick Barnes, Deng-Ping Fan	Paper/Code

2022

Year	Pub.	Title	Links
2022	MM	PreyNet: Preying on camouflaged objects M Zhang, S Xu, Yongri Piao, D Shi, S Lin, H Lu	Paper/Code
2022	IJCAI	Boundary-Guided Camouflaged Object Detection Yujia Sun, Shuo Wang, Chenglizhao Chen, Tian-Zhu Xiang	Paper/Code
2022	CVPR	Segment, Magnify and Reiterate: Detecting Camouflaged Objects the Hard Way Qi Jia, S. Yao, Yu Liu, et al.	Paper/Code
2022	CVPR	Detecting Camouflaged Object in Frequency Domain Yijie Zhong, Bo Li, Lv Tang, et al.	Paper/Code
2022	CVPR	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/Code
2022	AAAI	I can find you! Boundary-guided Separated Attention Network for Camouflaged Object Detection Hongwei Zhu, Peng Li, Haoran Xie, Mingqiang Wei, et al.	Paper/Code
2022	WACV	Modeling Aleatoric Uncertainty for Camouflaged Object Detection Jiawei Liu, Jing Zhang, Nick Barnes	Paper/Code
--	--	--	--
2022	PAMI	Concealed Object Detection COD10K Deng-Ping Fan, Ge-Peng Ji, Ming-Ming Cheng, Ling Shao	Paper/Code
2022	TIP	Feature Aggregation and Propagation Network for Camouflaged Object Detection Tao Zhou, Yi Zhou, Chen Gong, Jian Yang, Yu Zhang	Paper/Code
2022	MIR	Deep Gradient Learning for Efficient Camouflaged Object Detection Ge-Peng Ji, Deng-Ping Fan, Yu-Cheng Chou, et al.	Paper/Code
2022	TCSVT	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	Paper/Code
2022	TMM	Deep Texton-Coherence Network for Camouflaged Object Detection Wei Zhai, Yang Cao, HaiYong Xie, Zheng-Jun Zha	Paper/Code
2022	KBS	Boundary-guided network for camouflage object detection Tianyou Chen, Jin Xiao, Xiaoguang Hu, Guofeng Zhang, Shaojie Wang	Paper/Code
2022	PR	CubeNet: X-shape connection for camouflaged object detection Mingchen Zhuge, Xiankai Lu, Yiyou Guo, Zhihua Cai, Shuhan Chen	Paper/Code
2022	PR	Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration Network Ge-Peng Ji, Lei Zhu, Mingchen Zhuge, Keren Fu	Paper/Code
2022	TOMM	Frequency-aware Camouflaged Object Detection Jiaying Lin, Xin Tan, Ke Xu, Lizhuang Ma, Rynson W.H. Lau	Paper/Code

2021

Year	Pub.	Title	Links
2021	ICCV	Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection Fan Yang, Qiang Zhai, Xin Li, Rui Huang, et al.	Paper/Code
2021	CVPR	Uncertainty-aware Joint Salient Object and Camouflaged Object Detection Aixuan Li, Jing Zhang, Yunqiu Lv, Bowen Liu, Tong Zhang, Yuchao Dai	Paper/Code
2021	CVPR	Simultaneously Localize, Segment and Rank the Camouflaged Objects NC4K Yunqiu Lv, Jing Zhang, Yuchao Dai, Aixuan Li, et al.	Paper/Code
2021	CVPR	Mutual Graph Learning for Camouflaged Object Detection Qiang Zhai, Xin Li, Fan Yang, Chenglizhao Chen, Hong Cheng, Deng-Ping Fan	Paper/Code
2021	CVPR	Camouflaged Object Segmentation with Distraction Mining Haiyang Mei, Ge-Peng Ji, Ziqi Wei, Xin Yang, Xiaopeng Wei, Deng-Ping Fan	Paper/Code
2021	IJCAI	Context-aware Cross-level Fusion Network for Camouflaged Object Detection Yujia Sun, Geng Chen, Tao Zhou, Yi Zhang, Nian Liu	Paper/Code
2021	AAAI	Inferring Camouflaged Objects by Texture-Aware Interactive Guidance Network Jinchao Zhu, Xiaoyu Zhang, Shuo Zhang, Junnan Liu	Paper/Code
2021	AAAI	CamouFinder: Finding Camouflaged Instances in Images Demo Trung-Nghia Le, Vuong Nguyen, Cong Le, et al.	Paper/Video
2021	TIFS	Integrating Part-Object Relationship and Contrast for Camouflaged Object Detection Yi Liu, Dingwen Zhang, Qiang Zhang, and Jungong Han	Paper/Code
2021	TIE	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/Code
2021	TCSVT	Deep Texture-Aware Features for Camouflaged Object Detection Jingjing Ren, Xiaowei Hu, Lei Zhu, Xuemiao Xu, et al.	Paper/Code
2021	TCSVT	Rethinking Camouflaged Object Detection: Models and Datasets Hongbo Bi, Cong Zhang, Kang Wang, Jinghui Tong, Feng Zheng	Paper/Code
2021	Access	MirrorNet: Bio-Inspired Camouflaged Object Segmentation Jinnan Yan, Trung-Nghia Le, Khanh-Duy Nguyen, Minh-Triet Tran, Thanh-Toan Do, Tam V. Nguyen	Paper/Proj

Before 2020

Year	Pub.	Title	Links
2020	CVPR	Camouflaged Object Detection COD10K Deng-Ping Fan, Ge-Peng Ji, Guolei Sun, Ming-Ming Cheng, Jianbing Shen, Ling Shao	Paper/Code
2020	AAAI	Deep Camouflage Images Qing Zhang, Gelin Yin, Yongwei Nie, Wei-Shi Zheng	Paper/Code
2019	CVIU	Anabranch network for camouflaged object segmentation CAMO Trung-Nghia Le, Tam V. Nguyen, Zhongliang Nie, Minh-Triet Tran, Akihiro Sugimoto	Paper/Code
2019	SPL	Detection of People With Camouflage Pattern Via Dense Deconvolution Network CPD1K Yunfei Zheng, Xiongwei Zhang, Feng Wang, Tieyong Cao, Meng Sun, Xiaobing Wang	Paper/Code
2018	TIP	A Fusion Framework for Camouflaged Moving Foreground Detection in the Wavelet Domain Shuai Li, Dinei Florencio, Wanqing Li, Yaqin Zhao, Chris Cook	Paper/Code
2016	IJCV	Partially Camouflaged Object Tracking using Modified Probabilistic Neural Network and Fuzzy Energy based Active Contour    Ajoy Mondal, Susmita Ghosh, Ashish Ghosh	Paper/Code

VCOD

Year	Pub.	Title	Links
2022	CVPR	Implicit Motion Handling for Video Camouflaged Object Detection MoCA-Mask Xuelian Cheng, Huan Xiong, Deng-Ping Fan, et al.	Paper/Code
2022	CVPR	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	Paper/Code/ Journal
2022	PAMI	EM-driven unsupervised learning for efficient motion segmentation Etienne Meunier, Anaïs Badoual, Patrick Bouthemy	Paper/Code
2021	ICCV	Self-supervised Video Object Segmentation by Motion Grouping Charig Yang, Hala Lamdouar, Erika Lu, Andrew Zisserman, Weidi Xie	Paper/Code
2021	BMVC	Segmenting Invisible Moving Objects Hala Lamdouar, Weidi Xie, Andrew Zisserman	Paper/Proj
2020	ACCV	Betrayed by Motion: Camouflaged Object Discovery via Motion Segmentation MoCA Hala Lamdouar, Charig Yang, Weidi Xie, Andrew Zisserman	Paper/Code
2016	ECCV	It’s Moving! A Probabilistic Model for Causal Motion Segmentation in Moving Camera Videos Pia Bideau, Erik Learned-Miller	Paper/Code

CIS

Year	Pub.	Title	Links
2022	ECCV	OSFormer: One-Stage Camouflaged Instance Segmentation with Transformers Jialun Pei, Tianyang Cheng, Deng-Ping Fan, et al.	Paper/Code
2022	TIP	Camouflaged Instance Segmentation In-The-Wild: Dataset, Method, and Benchmark Suite Trung-Nghia Le, Yubo Cao, Tan-Cong Nguyen, et al.	Paper/Proj

Other Related

Year	Pub.	Title	Links
2022	arXiv	GANmouflage: 3D Object Nondetection with Texture Fields Rui Guo, Jasmine Collins, Oscar de Lima, Andrew Owens	Paper/Proj
2022	CVPR	DTA: Physical Camouflage Attacks using Differentiable Transformation Network Naufal Suryanto, Yongsu Kim, Hyoeun Kang, et al.	Paper/Code
2022	TMM	Location-Free Camouflage Generation Network Yangyang Li, Wei Zhai, Yang Cao, Zheng-jun Zha	Paper/Code

Datasets

Name	Year	Pub.	Links	Comments
MoCA-Mask	2022	CVPR	Paper	VCOD, 87 video, 22,939 frames, pixel-wise masks + bounding box
MoCA	2020	ACCV	Paper	VCOD, 141 Videos, 37K frames, bounding box
NC4K	2021	CVPR	Paper	Image dataset
COD10K	2020	CVPR	Paper	Image dataset
CAMO	2019	CVIU	Paper	Image dataset
CPD1K	2019	SPL	Paper	Image dataset
CHAMELEON	2017	——	Webpage	Image dataset

Appendix

• Awesome List for Camouflaged Object Detection