Camouflaged Object Detection on CHAMELEON (test)
0.963E-phi ScoreCFRN
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| CFRNCATP=w/o2026.04 | 0.963 | 0.022 | — | 0.906 | 0.858 | — | — | — | 358.9 | 18.7 | |
| CFRN-OursCATP=w/2026.04 | 0.962 | 0.023 | — | 0.904 | 0.851 | — | — | — | 219.8 | 25.2 | |
| SAM2-UNet2024.08 | 0.961 | — | 0.863 | 0.914 | — | 0.022 | — | — | — | — | |
| OVCISmode=task-specific2023.12 | 0.959 | — | 0.865 | 0.901 | — | 0.119 | — | — | — | — | |
| Camouflous2023.12 | 0.958 | — | 0.866 | 0.902 | — | 0.021 | — | — | — | — | |
| PCFNet2023.12 | 0.957 | — | 0.876 | 0.912 | — | 0.023 | — | — | — | — | |
| SENetCATP=w/o2026.04 | 0.953 | 0.02 | — | 0.916 | 0.873 | — | — | — | 142.3 | 41.7 | |
| C2F-Net2023.12 | 0.95 | — | 0.782 | 0.828 | — | 0.034 | — | — | — | — | |
| FEDER2024.08 | 0.947 | — | 0.856 | 0.903 | — | 0.026 | — | — | — | — | |
| SENet-OursCATP=w/2026.04 | 0.945 | 0.02 | — | 0.911 | 0.862 | — | — | — | 100.4 | 45.5 | |
| BCNet2023.12 | 0.944 | — | 0.802 | 0.839 | — | 0.029 | — | — | — | — | |
| ZoomNet2024.08 | 0.943 | — | 0.858 | 0.902 | — | 0.024 | — | — | — | — | |
| PFNet2023.05 | 0.942 | — | — | 0.882 | 0.81 | 0.033 | — | — | — | — | |
| FBNet2023.05 | 0.939 | — | — | 0.888 | 0.828 | 0.032 | — | — | — | — | |
| SINet2024.08 | 0.936 | — | 0.823 | 0.872 | — | 0.034 | — | — | — | — | |
| CamoMFCF2023.12 | 0.935 | — | 0.805 | 0.838 | — | 0.032 | — | — | — | — | |
| EVPv2Backbone=ViT-MAE2023.05 | 0.931 | — | — | 0.885 | 0.825 | 0.03 | — | — | — | — | |
| PFNet2024.08 | 0.931 | — | 0.82 | 0.882 | — | 0.033 | — | — | — | — | |
| JCOD2023.05 | 0.924 | — | — | 0.87 | — | 0.039 | — | — | — | — | |
| EVPv2Backbone=ViT-SAM2023.05 | 0.924 | — | — | 0.883 | 0.819 | 0.03 | — | — | — | — | |
| EVPv2Backbone=SegFormer-B42023.05 | 0.919 | — | — | 0.878 | 0.809 | 0.033 | — | — | — | — | |
| EVPv1Backbone=SegFormer-B42023.05 | 0.917 | — | — | 0.871 | 0.795 | 0.036 | — | — | — | — | |
| DiCANet2023.12 | 0.914 | — | 0.776 | 0.853 | — | 0.028 | — | — | — | — | |
| RankNet2023.05 | 0.913 | — | — | 0.846 | 0.767 | 0.045 | — | — | — | — | |
| SCOD+Supervision=Scribble2023.05 | 0.9 | 0.046 | 0.797 | 0.82 | — | — | — | — | — | — | |
| EVPv2Backbone=ViT-CLS2023.05 | 0.899 | — | — | 0.829 | 0.732 | 0.048 | — | — | — | — | |
| SCODSupervision=Scribble, Pub.=AAAI232023.05 | 0.897 | 0.046 | 0.791 | 0.818 | — | — | — | — | — | — | |
| WS-SAMSupervision=Scribble2023.05 | 0.897 | 0.046 | 0.777 | 0.824 | — | — | — | — | — | — | |
| SCODSupervision Setting=Scribble Supervision Setting, Venue=AAAI232023.12 | 0.897 | 0.046 | 0.791 | 0.818 | — | — | — | — | — | — | |
| SINet2023.05 | 0.891 | — | — | 0.869 | 0.74 | 0.044 | — | — | — | — | |
| SCWSSupervision=Scribble, Pub.=AAAI212023.05 | 0.881 | 0.053 | 0.758 | 0.792 | — | — | — | — | — | — | |
| SCWSSupervision Setting=Scribble Supervision Setting, Venue=AAAI212023.12 | 0.881 | 0.053 | 0.758 | 0.792 | — | — | — | — | — | — | |
| WS-SAMSupervision=Point2023.05 | 0.868 | 0.056 | 0.767 | 0.805 | — | — | — | — | — | — | |
| WSSASupervision=Scribble, Pub.=CVPR202023.05 | 0.86 | 0.067 | 0.692 | 0.782 | — | — | — | — | — | — | |
| WSSASupervision Setting=Scribble Supervision Setting, Venue=CVPR202023.12 | 0.86 | 0.067 | 0.692 | 0.782 | — | — | — | — | — | — | |
| EReCuType=UCOD2026.03 | 0.8523 | 0.0716 | — | — | 0.6187 | — | 0.7321 | — | — | — | |
| UCOD-DPLType=UCOD2026.03 | 0.8486 | 0.0725 | — | — | 0.6154 | — | 0.7287 | — | — | — | |
| SdalsNetType=UCOD2026.03 | 0.8347 | 0.081 | — | — | 0.6113 | — | 0.7236 | — | — | — | |
| TELSupervision=Scribble, Pub.=CVPR222023.05 | 0.827 | 0.073 | 0.708 | 0.785 | — | — | — | — | — | — | |
| TELSupervision Setting=Scribble Supervision Setting, Venue=CVPR222023.12 | 0.827 | 0.073 | 0.708 | 0.785 | — | — | — | — | — | — | |
| SAM-SSupervision=Scribble2023.05 | 0.82 | 0.076 | 0.729 | 0.65 | — | — | — | — | — | — | |
| SAM-SSupervision Setting=Scribble Supervision Setting, Venue=ICCV232023.12 | 0.82 | 0.076 | 0.729 | 0.65 | — | — | — | — | — | — | |
| SelfMaskType=UOS2026.03 | 0.8091 | 0.1311 | — | — | 0.52 | — | 0.6522 | — | — | — | |
| GenSAMSupervision Setting=Task-Generic Prompt Setting, Venue=Ours2023.12 | 0.807 | 0.09 | 0.68 | 0.764 | — | — | — | — | — | — | |
| DINOType=UOS2026.03 | 0.7714 | 0.122 | — | — | 0.5279 | — | 0.6613 | — | — | — | |
| FOUNDType=UOS2026.03 | 0.7704 | 0.0892 | — | — | 0.6112 | — | 0.7161 | — | — | — | |
| EASEType=UCOD2026.03 | 0.765 | 0.105 | — | — | 0.55 | — | 0.676 | — | — | — | |
| SCOD+Supervision=Point2023.05 | 0.757 | 0.089 | 0.704 | 0.731 | — | — | — | — | — | — | |
| TELSupervision=Point, Pub.=CVPR222023.05 | 0.751 | 0.094 | 0.712 | 0.746 | — | — | — | — | — | — | |
| TELSupervision Setting=Point Supervision Setting, Venue=CVPR222023.12 | 0.751 | 0.094 | 0.712 | 0.746 | — | — | — | — | — | — | |
| UCOS-DAType=UCOD2026.03 | 0.7504 | 0.1256 | — | — | 0.5221 | — | 0.6715 | — | — | — | |
| SCODSupervision=Point, Pub.=AAAI232023.05 | 0.746 | 0.092 | 0.688 | 0.725 | — | — | — | — | — | — | |
| SCODSupervision Setting=Point Supervision Setting, Venue=AAAI232023.12 | 0.746 | 0.092 | 0.688 | 0.725 | — | — | — | — | — | — | |
| SAM-PSupervision=Point2023.05 | 0.745 | 0.101 | 0.696 | 0.697 | — | — | — | — | — | — | |
| SAM-PSupervision Setting=Point Supervision Setting, Venue=ICCV232023.12 | 0.745 | 0.101 | 0.696 | 0.697 | — | — | — | — | — | — | |
| SCWSSupervision=Point, Pub.=AAAI212023.05 | 0.739 | 0.097 | 0.684 | 0.714 | — | — | — | — | — | — | |
| SCWSSupervision Setting=Point Supervision Setting, Venue=AAAI212023.12 | 0.739 | 0.097 | 0.684 | 0.714 | — | — | — | — | — | — | |
| TokenCutType=UOS2026.03 | 0.7351 | 0.1379 | — | — | 0.5018 | — | 0.6573 | — | — | — | |
| WSSASupervision=Point, Pub.=CVPR202023.05 | 0.712 | 0.105 | 0.66 | 0.711 | — | — | — | — | — | — | |
| WSSASupervision Setting=Point Supervision Setting, Venue=CVPR202023.12 | 0.712 | 0.105 | 0.66 | 0.711 | — | — | — | — | — | — | |
| CLIP Surgery+SAMSupervision Setting=Task-Generic Prompt Setting, Venue=Arxiv20232023.12 | 0.71 | 0.18 | 0.557 | 0.637 | — | — | — | — | — | — | |
| A2S-v2Type=UOS2026.03 | 0.6839 | 0.1134 | — | — | 0.4711 | — | 0.5832 | — | — | — | |
| SpectralSegType=UOS2026.03 | 0.669 | 0.1776 | — | — | 0.4634 | — | 0.5838 | — | — | — | |
| SAMSupervision=Scribble2023.05 | 0.647 | 0.207 | 0.595 | 0.635 | — | — | — | — | — | — | |
| SAMSupervision=Point2023.05 | 0.647 | 0.207 | 0.595 | 0.635 | — | — | — | — | — | — | |
| SAMSupervision Setting=Scribble Supervision Setting, Venue=ICCV232023.12 | 0.647 | 0.207 | 0.595 | 0.635 | — | — | — | — | — | — | |
| SAMSupervision Setting=Point Supervision Setting, Venue=ICCV232023.12 | 0.647 | 0.207 | 0.595 | 0.635 | — | — | — | — | — | — | |
| BASNet2022.03 | — | — | 0.795 | — | 0.771 | 0.044 | 0.847 | 0.894 | — | — | |
| C2FNet2022.03 | — | — | 0.844 | — | 0.828 | 0.032 | 0.888 | 0.946 | — | — | |
| CPD2022.03 | — | — | 0.771 | — | 0.731 | 0.048 | 0.857 | 0.923 | — | — | |
| CSNet2022.03 | — | — | 0.766 | — | 0.718 | 0.047 | 0.856 | 0.928 | — | — | |
| EGNet2022.03 | — | — | 0.702 | — | 0.649 | 0.065 | 0.797 | 0.884 | — | — | |
| F3Net2022.03 | — | — | 0.77 | — | 0.744 | 0.047 | 0.848 | 0.917 | — | — | |
| ITSD2022.03 | — | — | 0.705 | — | 0.662 | 0.057 | 0.814 | 0.901 | — | — | |
| MGL-R2022.03 | — | — | 0.833 | — | 0.812 | 0.031 | 0.893 | 0.941 | — | — | |
| MINet2022.03 | — | — | 0.802 | — | 0.771 | 0.036 | 0.855 | 0.937 | — | — | |
| NLDF2022.03 | — | — | 0.714 | — | 0.652 | 0.063 | 0.798 | 0.893 | — | — | |
| PFNet2022.03 | — | — | 0.828 | — | 0.81 | 0.033 | 0.882 | 0.945 | — | — | |
| PiCANet2022.03 | — | — | 0.618 | — | 0.552 | 0.085 | 0.765 | 0.846 | — | — | |
| PoolNet2022.03 | — | — | 0.749 | — | 0.69 | 0.054 | 0.845 | 0.933 | — | — | |
| PraNet2022.03 | — | — | 0.789 | — | 0.763 | 0.044 | 0.86 | 0.935 | — | — | |
| SCRN2022.03 | — | — | 0.787 | — | 0.741 | 0.042 | 0.876 | 0.939 | — | — | |
| SINet2022.03 | — | — | 0.827 | — | 0.806 | 0.034 | 0.872 | 0.946 | — | — | |
| SINetBackbone=ResNet-50, Input Size=352x352, Param.=48.947M2023.10 | — | — | 0.806 | — | 0.827 | 0.034 | 0.872 | 0.946 | — | — | |
| SLSR2022.03 | — | — | 0.841 | — | 0.822 | 0.03 | 0.89 | 0.948 | — | — | |
| SSAL2022.03 | — | — | 0.702 | — | 0.639 | 0.071 | 0.757 | 0.856 | — | — | |
| UCNet2022.03 | — | — | 0.836 | — | 0.817 | 0.036 | 0.88 | 0.941 | — | — | |
| UGTR2022.03 | — | — | 0.819 | — | 0.794 | 0.031 | 0.888 | 0.94 | — | — | |
| UJSCextra_training_data=true2022.03 | — | — | 0.847 | — | 0.833 | 0.03 | 0.891 | 0.955 | — | — | |
| ZoomNet2022.03 | — | — | 0.864 | — | 0.845 | 0.023 | 0.902 | 0.958 | — | — | |
| ZoomNeXtBackbone=PVTv2-B5, Input Size=384x384, Param.=84.774M2023.10 | — | — | 0.885 | — | 0.896 | 0.018 | 0.924 | 0.975 | — | — |