A curated list of awesome resources for camouflaged/concealed object detection (COD). We will keep updating it.
❗Updated 2022-07-5.
| Year | Pub. | Title | Links |
|---|---|---|---|
| -- | arXiv | Deep Gradient Learning for Efficient Camouflaged Object Detection Ge-Peng Ji, Deng-Ping Fan, Yu-Cheng Chou, et al. |
Paper/Code |
| -- | arXiv | Towards Deeper Understanding of Camouflaged Object Detection LSR extension Yunqiu Lv, Jing Zhang, Yuchao Dai, et al. |
Paper/Code |
| -- | arXiv | High-resolution Iterative Feedback Network for Camouflaged Object Detection Xiaobin Hu, Deng-Ping Fan, Xuebin Qin, et al. |
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 |
| 2022 | MM | PreyNet: Preying on camouflaged objects M Zhang, S Xu, Yongri Piao, D Shi, S Lin, H Lu |
Paper/Code |
| 2022 | ECCV | OSFormer: One-Stage Camouflaged Instance Segmentation with Transformers Jialun Pei, Tianyang Cheng, Deng-Ping Fan, et al. |
Paper/Code |
| 2022 | IJCAI | Boundary-Guided Camouflaged Object Detection Yujia Sun, Shuo Wang, Chenglizhao Chen, Tian-Zhu Xiang |
Paper/Code |
| 2022 | CVPR | Naufal Suryanto, Yongsu Kim, Hyoeun Kang, et al. |
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 | CVPR | Implicit Motion Handling for Video Camouflaged Object Detection MoCA-Mask Xuelian Cheng, Huan Xiong, Deng-Ping Fan, et al. |
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 | 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 | TIP | Camouflaged Instance Segmentation In-The-Wild: Dataset, Method, and Benchmark Suite Trung-Nghia Le, Yubo Cao, Tan-Cong Nguyen, et al. |
Paper/Proj |
| 2022 | TMM | Deep Texton-Coherence Network for Camouflaged Object Detection Wei Zhai, Yang Cao, HaiYong Xie, Zheng-Jun Zha |
Paper/Code |
| 2022 | TMM | Yangyang Li, Wei Zhai, Yang Cao, 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 | PAMI | Concealed Object Detection COD10K Deng-Ping Fan, Ge-Peng Ji, Ming-Ming Cheng, Ling Shao |
Paper/Code |
| 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 |
| 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 | —— | Page | Image dataset |