Awesome
Image-level Camouflaged Object Detection with Deep Learning
2023
| title | Journals or conferences | code | prediction maps |
|---|---|---|---|
| Bi-RRNet: Bi-level Recurrent Refinement Network for Camouflaged Object Detection | PR | NONE | NONE |
| Go Closer To See Better: Camouflaged Object Detection via Object Area Amplification and Figure-ground Conversion | TCSVT | https://github.com/Haozhe-Xing/SARNet | Google Driver |
| MSCAF-Net: A General Framework for Camouflaged Object Detection via Learning Multi-Scale Context-Aware Features | TCSVT | https://github.com/yuliu316316/MSCAF-COD | Google Driver |
| Towards Deeper Understanding of Camouflaged Object Detection | TCSVT | https://github.com/JingZhang617/COD-Rank-Localize-and-Segment | Google Driver |
| Boundary-guided context-aware network for camouflaged object detection | NCA | https://github.com/clelouch/BCNet | Baidu Driver(h3yr) |
| MGL: Mutual Graph Learning for Camouflaged Object Detection | TIP | https://github.com/fanyang587/MGL | Baidu Driver(b1gr) |
| Frequency-aware Camouflaged Object Detection | TMCCA | NONE | NONE |
| Deep Texture-Aware Features for Camouflaged Object Detection | TCSVT | NONE | NONE |
| MFFN: Multi-view Feature Fusion Network for Camouflaged Object Detection | WACV | https://github.com/dwardzheng/MFFN_COD | Baidu Driver(mffn) |
| Weakly-Supervised Camouflaged Object Detection with Scribble Annotations | AAAI | https://github.com/dddraxxx/Weakly-Supervised-Camouflaged-Object-Detection-with-Scribble-Annotations | Google Driver |
| High-resolution Iterative Feedback Network for Camouflaged Object Detection | AAAI | https://github.com/HUuxiaobin/HitNet | Google Driver |
| Deep Gradient Learning for Efficient Camouflaged Object Detection | MIR | https://github.com/GewelsJI/DGNet | Google Driver |
| Feature Shrinkage Pyramid for Camouflaged Object Detection with Transformers | CVPR | https://github.com/ZhouHuang23/FSPNet | Baidu Driver(ryzg) |
| Camouflaged Object Detection with Feature Decomposition and Edge Reconstruction | CVPR | https://github.com/ChunmingHe/FEDER | Google Driver |
| Distraction-Aware Camouflaged Object Segmentation | SSI | https://github.com/Mhaiyang/PFNet_Plus | Baidu Driver(plus) |
| Zero-shot Camouflaged Object Detection | TIP | NONE | NONE |
| Finding Camouflaged Objects along the Camouflage Mechanisms | TCSVT | NONE | NONE |
| CFANet: A Cross-layer Feature Aggregation Network for Camouflaged Object Detection | ICME | https://github.com/ZhangQing0329/CFANet | Baidu Driver(1m17) |
| Frequency Perception Network for Camouflaged Object Detection | ACM MM | https://github.com/rmcong/FPNet_ACMMM23 | Baidu Driver |
| Source-free Depth for Object Pop-out | ICCV | https://github.com/Zongwei97/PopNet | Google Driver |
| FSNet: Focus Scanning Network for Camouflaged Object Detection | TIP | https://github.com/SongZeHNU/FSNet | Google Driver |
| Predictive Uncertainty Estimation for Camouflaged Object Detection | TIP | https://github.com/Jun-Pu/PUENet | Google Driver |
| Camouflaged Object Segmentation Based on Matching–Recognition–Refinement Network | TNNLS | https://github.com/XinyuYanTJU/MRR-Net | Baidu Driver(gt35) |
| Camouflaged Object Segmentation Based on Joint Salient Object for Contrastive Learning | TIM | NONE | NONE |
| Camouflaged Object Segmentation with Omni Perception | IJCV | NONE | NONE |
| Double-branch fusion network with a parallel attention selection mechanism for camouflaged object detection | SCIS | NONE | NONE |
| Camouflaged object detection with counterfactual intervention | Neurocomputing | NONE | NONE |
| Extraordinary MHNet: Military high-level camouflage object detection network and dataset | Neurocomputing | https://github.com/liumaozhen-lmz/Military-Camouflage-MHCD2022 | Baidu Driver(k40o) |
| Toward Accurate Camouflaged Object Detection With In-Layer Information Enhancement and Cross-Layer Information Aggregation | TCDS | https://github.com/DengPingFan/SINet | Google Driver |
| Camouflaged Object Detection Based on Ternary Cascade Perception | Remote Sensing | NONE | NONE |
| Edge-Guided Camouflaged Object Detection via Multi-Level Feature Integration | Sensors | https://github.com/WkangLiu/MFNet | Google Drvier |
| Alternate guidance network for boundary-aware camouflaged object detection | MVA | NONE | NONE |
| Computer Vision and Image Understanding | CVIU | https://github.com/zhangqiao970914/ASBI | Baidu Driver(oyr5) |
| Camouflaged object detection based on context-aware and boundary refinement | API | NONE | NONE |
| Ternary symmetric fusion network for camoufaged object detection | API | NONE | NONE |
| OAFormer: Occlusion Aware Transformer for Camouflaged Object Detection | ICME | https://github.com/xinyang920/OAFormer | Google Driver |
| Camouflaged Object Detection with a Feature Lateral Connection Network | Electronics | https://github.com/Tao-Wang-CV/FLCNet | Baidu Driver(sdlu) |
| A Cross-Level Interaction Network Based on Scale-Aware Augmentation for Camouflaged Object Detection | TETCI | NONE | NONE |
| Unsupervised Camouflaged Object Segmentation as Domain Adaptation | ICCVW | https://github.com/Jun-Pu/UCOS-DA | Google Driver |
2022
| title | Journals or conferences | code | prediction maps |
|---|---|---|---|
| Concealed Object Detection | TPAMI | https://github.com/DengPingFan/SINet-V2 | Google Driver |
| D2C-Net: A Dual-branch, Dual-guidance and Cross-refine Network for Camouflaged Object Detection | TIE | https://github.com/MS-KangWang/COD-D2Net | NONE |
| Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration Network | PR | https://github.com/GewelsJI/ERRNet | Google Driver |
| Confidence-Aware Learning for Camouflaged Object Detection | WACV | NONE | NONE |
| I can find you! Boundary-guided Separated Attention Network for Camouflaged Object Detection | AAAI | https://github.com/WolfberryCoke/BSA-Net | Google Driver |
| Zoom In and Out: A Mixed-scale Triplet Network for Camouflaged Object Detection | CVPR | https://github.com/lartpang/ZoomNet | Github Release Link |
| Detecting Camouflaged Object in Frequency Domain | CVPR | NONE | NONE |
| Segment, Magnify and Reiterate: Detecting Camouflaged Objects the Hard Way | CVPR | https://github.com/dlut-dimt/SegMaR | Baidu Driver(pxu7) |
| CubeNet: X-shape connection for camouflaged object detection | PR | NONE | NONE |
| Camouflaged Object Detection via Context-aware Cross-level Fusion | TCSVT | https://github.com/Ben57882/C2FNet-TSCVT | Baidu Driver(ihuu) |
| Boundary-guided network for camouflage object detection | KBS | https://github.com/clelouch/BgNet | [Baidu Driver(uajy)](https://pan.baidu.com/share/init?surl=XYPRHo-1cdNbydXTM2D2DQ |
| Deep Texton-Coherence Network for Camouflaged Object Detection | TMM | NONE | NONE |
| Camouflaged object detection via Neighbor Connection and Hierarchical Information Transfer | CVIU | NONE | NONE |
| Towards Accurate Camouflaged Object Detection with In-layer Information Enhancement and Cross-layer Information Aggregation | IIE-CIA | NONE | NONE |
| Boundary-Guided Camouflaged Object Detection | IJCAI | https://github.com/thograce/BGNet | Google Driver |
| Guided multi-scale refinement network for camouflaged object detection | MTA | NONE | NONE |
| FindNet: Can You Find Me? Boundary-and-Texture Enhancement Network for Camouflaged Object Detection | TIP | NONE | NONE |
| Finding the achilles heel: Progressive identification network for camouflaged object detection | ICME | NONE | NONE |
| EINet: camouflaged object detection with pyramid vision transformer | JEI | NONE | NONE |
| Camouflaged Object Detection with Discriminative Information Attention and Cross-level Feature Fusion | ICIVC | NONE | NONE |
| PreyNet: Preying on Camouflaged Objects | ACM MM | https://github.com/OIPLab-DUT/PreyNet | NONE |
| FindNet: Can You Find Me? Boundary-and-Texture Enhancement Network for Camouflaged Object Detection | TIP | NONE | NONE |
| Boosting Camouflaged Object Detection with Dual-Task Interactive Transformer | ICPR | https://github.com/liuzywen/COD | Baidi Driver(db3v) |
| ELDNET: ESTABLISHMENT AND REFINEMENT OF EDGE LIKELIHOOD DISTRIBUTIONS FOR CAMOUFLAGED OBJECT DETECTION | ICIP | NONE | NONE |
| Attention-based Neighbor Selective Aggregation Network for Camouflaged Object Detection | IJCNN | NONE | NONE |
| TPRNet: camouflaged object detection via transformer-induced progressive refinement network | TVCJ | https://github.com/zhangqiao970914/TPRNet | NONE |
| MAGNet: A Camouflaged Object Detection Network Simulating the Observation Effect of a Magnifier | Entropy | NONE | NONE |
| TCU-Net: Transformer and Convolutional Neural Network-Based Advanced U-Net for Concealed Object Detection | IEEE Access | NONE | NONE |
| Camouflage Object Segmentation Using an Optimized Deep-Learning Approach | Mathematics | NONE | NONE |
2019-2021
| title | Journals or conferences | code | prediction maps |
|---|---|---|---|
| Anabranch Network for Camouflaged Object Segmentation | CVIU | NONE | NONE |
| Camouflaged Object Detection | CVPR | https://github.com/DengPingFan/SINet | Google Driver |
| Context-aware Cross-level Fusion Network for Camouflaged Object Detection | IJCAI | https://github.com/thograce/C2FNet | Google Driver |
| Camouflaged Object Segmentation with Distraction Mining | CVPR | https://github.com/Mhaiyang/CVPR2021_PFNet | Google Driver |
| Mutual Graph Learning for Camouflaged Object Detection | CVPR | https://github.com/fanyang587/MGL | Baidu Driver(b1gr) |
| Inferring Camouflaged Objects by Texture-Aware Interactive Guidance Network | AAAI | NONE | NONE |
| Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection | ICCV | https://github.com/fanyang587/UGTR | Baidu Driver(2kj3) |
| Simultaneously Localize, Segment and Rank the Camouflaged Objects | CVPR | https://github.com/JingZhang617/COD-Rank-Localize-and-Segment | Google Driver |
| Boundary guidance network for camouflage object detection | IVC | NONE | NONE |
| MirrorNet: Bio-Inspired Camouflaged Object Segmentation | IEEE Access | NONE | NONE |
| Cascade and Fusion: A Deep Learning Approach for Camouflaged Object Sensing | Sensors | https://github.com/HHHKKKHHH/CODCEF | NONE |
| ACDNet with ASPP for Camouflaged Object Detection | ICAIIS | NONE | NONE |
| Deep Texture-Aware Features for Camouflaged Object Detection | TCSVT | NONE | NONE |
| Improving Camouflaged Object Detection with the Uncertainty of Pseudo-edge Labels | ACM MM | NONE | NONE |
| Integrating Part-Object Relationship and Contrast for Camouflaged Object Detection | TIFS | NONE | NONE |
| Uncertainty-aware Joint Salient Object and Camouflaged Object Detection | CVPR | https://github.com/JingZhang617/Joint_COD_SOD | Google Driver |
arXiv
| title | Journals or conferences | code | prediction maps |
|---|---|---|---|
| Accurate Camouflaged Object Detection via Mixture Convolution and Interactive Fusion | arXiv | https://github.com/BigHeartDB/MCIFNet | NONE |
| Depth-Guided Camouflaged Object Detection | arXiv | NONE | NONE |
| Transformer Transforms Salient Object Detection and Camouflaged Object Detection | arXiv | NONE | NONE |
| DQnet: Cross-Model Detail Querying for Camouflaged Object Detection | arXiv | NONE | NONE |
| CamoFormer: Masked Separable Attention for Camouflaged Object Detection | arXiv | https://github.com/HVision-NKU/CamoFormer | Baidu Driver |
| Exploring Depth Contribution for Camouflaged Object Detection | arXiv | NONE | NONE |
| Boundary-Aware Segmentation Network for Mobile and Web Applications | arXiv | https://github.com/NathanUA/BASNet | Google Driver |
| Diffusion Model for Camouflaged Object Detection | arXiv | https://github.com/ZNan-Chen/diffCOD | NONE |
| CamDiff: Camouflage Image Augmentation via Diffusion Model | arXiv | https://github.com/drlxj/CamDiff | Google Driver |
| CamoDiffusion: Camouflaged Object Detection via Conditional Diffusion Models | arXiv | https://github.com/Rapisurazurite/CamoDiffusion | NONE |
| Pre-train, Adapt and Detect: Multi-Task Adapter Tuning for Camouflaged Object Detection | arXiv | NONE | NONE |