A curated list of awesome resources for camouflaged/concealed object detection (COD). We will keep updating it.
❗ [04/2023] Update CVPR2023 papers for COD and CIS.
- Camouflaged Object Detection (COD)
- Video Camouflaged Object Detection (VCOD)
- Camouflaged Instance Segmentation (CIS)
- Other Related
- Datasets
- Appendix
Year | Pub. | Title | Links |
---|---|---|---|
-- | arXiv | Advances in Deep Concealed Scene Understanding Deng-Ping Fan, Ge-Peng Ji, Peng Xu, Ming-Ming Cheng, Christos Sakaridis, Luc Van Gool |
Paper/Project |
-- | arXiv | 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 |
Paper/Code |
-- | 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 | Boundary-aware Camouflaged Object Detection via Deformable Point Sampling Minhyeok Lee, Suhwan Cho, Chaewon Park, Dogyoon Lee, Jungho Lee, Sangyoun Lee |
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 |
Year | Pub. | Title | Links |
---|---|---|---|
2023 | CVPR | 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/Code |
2023 | CVPR | Camouflaged Object Detection with Feature Decomposition and Edge Reconstruction Chunming He, Kai Li, Yachao Zhang, Longxiang Tang, Yulun Zhang, Zhenhua Guo, Xiu Li |
Paper/Code |
2023 | CVPR | Explicit Visual Prompting for Low-Level Structure Segmentations Weihuang Liu, Xi Shen, Chi-Man Pun, Xiaodong Cun |
Paper/Code |
2023 | CVPR | Indiscernible Object Counting in Underwater Scenes Guolei Sun, Zhaochong An, Yun Liu, Ce Liu, Christos Sakaridis, Deng-Ping Fan, Luc Van Gool |
Paper/Code |
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 | 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/Code |
2023 | TCSVT | 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/Code |
2023 | TCSVT | Towards Deeper Understanding of Camouflaged Object Detection CVPR21 (LSR) extension Yunqiu Lv, Jing Zhang, Yuchao Dai, Aixuan Li, Nick Barnes, Deng-Ping Fan |
Paper/Code |
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 | ICME | Finding the Achilles Heel: Progressive Identification Network for Camouflaged Object Detection Mu-Chun Chou, Hung-Jen Chen, Hong-Han Shuai |
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 | TIP | FindNet: Can You Find Me? Boundary-and-Texture Enhancement Network for Camouflaged Object Detection AAAI22 (BSANet) extension Peng Li, Xuefeng Yan, Hongwei Zhu, Mingqiang Wei, Xiao-Ping Zhang, Jing Qin |
Paper/Code |
2022 | TIP | MGL: Mutual Graph Learning for Camouflaged Object Detection CVPR2021 extension Qiang Zhai; Xin Li; Fan Yang; Zhicheng Jiao; Ping Luo; Hong Cheng; Zicheng Liu |
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 |
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 |
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 |
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 |
Year | Pub. | Title | Links |
---|---|---|---|
2023 | CVPR | Camouflaged Instance Segmentation via Explicit De-camouflaging Naisong Luo, Yuwen Pan, Rui Sun, Tianzhu Zhang, Zhiwei Xiong, Feng Wu |
Paper/Code |
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 |
Year | Pub. | Title | Links |
---|---|---|---|
2023 | arXiv | CamDiff: Camouflage Image Augmentation via Diffusion Model Xue-Jing Luo, Shuo Wang, Zongwei Wu, Christos Sakaridis, Yun Cheng, Deng-Ping Fan, Luc Van Gool |
Paper/Code |
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 |
Name | Year | Pub. | Links | Type | #Annot. Img.(Cam./Non) | Bbox | Obj. Mask | Ins. Mask | Comments |
---|---|---|---|---|---|---|---|---|---|
CAMO++ | 2021 | TIP | Paper | Image | 2,700/2,800 | ✓ | ✓ | ✓ | Not Open |
NC4K | 2021 | CVPR | Paper | Image | 4,121 | ✓ | ✓ | ✓ | |
COD10K | 2020 | CVPR | Paper | Image | 5,066/4,934 | ✓ | ✓ | ✓ | |
CAMO | 2019 | CVIU | Paper | Image | 1,250/1,250 | ✗ | ✓ | ✗ | |
CPD1K | 2018 | SPL | Paper | Image | 1,000 | ✗ | ✓ | ✗ | |
CHAMELEON | 2017 | —— | Webpage | Image | 76 | ✗ | ✓ | ✗ | |
MoCA-Mask | 2022 | CVPR | Paper | Video | 4,691 | ✓ | ✓ | ✗ | |
MoCA | 2020 | ACCV | Paper | Video | 7,617 | ✓ | ✗ | ✗ | |
CamouflagedAnimals | 2016 | ECCV | Paper | Video | 181 | ✗ | ✓ | ✓ |