Camouflaged Object Detection on CAMO (test)
0.206MCLIP Surgery+SAM
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLIP Surgery+SAMSupervision Setting=Task-Generic Prompt Setting, Venue=Arxiv20232023.12 | 0.206 | 0.573 | 0.666 | — | 46.6 | — | — | — | — | — | — | — | |
| SpectralSegType=UOS2026.03 | 0.1986 | — | 0.6889 | 0.4726 | — | — | 0.5983 | — | — | — | — | — | |
| PFANetYear=20192021.05 | 0.172 | 0.659 | 0.622 | 0.391 | — | — | — | — | — | — | — | — | |
| HTCYear=20192021.05 | 0.172 | 0.476 | 0.442 | 0.174 | — | — | — | — | — | — | — | — | |
| HTCYear=2019, Backbone=ResNet-502022.07 | 0.172 | 0.477 | 0.442 | 0.174 | 33.8 | — | — | — | — | — | — | — | |
| EASEType=UCOD2026.03 | 0.166 | — | 0.737 | 0.563 | — | — | 0.653 | — | — | — | — | — | |
| UCOS-DAType=UCOD2026.03 | 0.1637 | — | 0.7343 | 0.547 | — | — | 0.6581 | — | — | — | — | — | |
| TokenCutType=UOS2026.03 | 0.1605 | — | 0.7237 | 0.5149 | — | — | 0.645 | — | — | — | — | — | |
| SAMSupervision=Scribble2023.05 | 0.16 | 0.643 | 0.639 | — | 59.7 | — | — | — | — | — | — | — | |
| SAMSupervision=Point2023.05 | 0.16 | 0.643 | 0.639 | — | 59.7 | — | — | — | — | — | — | — | |
| SAMSupervision Setting=Scribble Supervision Setting, Venue=ICCV232023.12 | 0.16 | 0.643 | 0.639 | — | 59.7 | — | — | — | — | — | — | — | |
| SAMSupervision Setting=Point Supervision Setting, Venue=ICCV232023.12 | 0.16 | 0.643 | 0.639 | — | 59.7 | — | — | — | — | — | — | — | |
| BASNetYear=20192021.05 | 0.159 | 0.618 | 0.661 | 0.413 | — | — | — | — | — | — | — | — | |
| BASNetYear=2019, Backbone=ResNet-342022.07 | 0.159 | 0.618 | 0.713 | 0.413 | 52.5 | — | — | — | — | — | — | — | |
| DINOType=UOS2026.03 | 0.1568 | — | 0.7431 | 0.5298 | — | — | 0.6376 | — | — | — | — | — | |
| PiCANetYear=20182021.05 | 0.156 | 0.609 | 0.584 | 0.356 | — | — | — | — | — | — | — | — | |
| PiCANetYear=2018, Backbone=ResNet-502022.07 | 0.155 | 0.609 | 0.753 | 0.356 | 53.8 | — | — | — | — | — | — | — | |
| SelfMaskType=UOS2026.03 | 0.1542 | — | 0.7867 | 0.5827 | — | — | 0.6596 | — | — | — | — | — | |
| MaskRCNNYear=20172021.05 | 0.151 | 0.574 | 0.715 | 0.43 | — | — | — | — | — | — | — | — | |
| MaskRCNNYear=2017, Backbone=ResNet-502022.07 | 0.151 | 0.574 | 0.716 | 0.43 | 52.1 | — | — | — | — | — | — | — | |
| UNet++Year=20182021.05 | 0.149 | 0.599 | 0.653 | 0.392 | — | — | — | — | — | — | — | — | |
| UNet++Year=2018, Backbone=VGGNet-162022.07 | 0.149 | 0.599 | 0.74 | 0.392 | 52.2 | — | — | — | — | — | — | — | |
| WSSASupervision=Point, Pub.=CVPR202023.05 | 0.148 | 0.649 | 0.652 | — | 60.7 | — | — | — | — | — | — | — | |
| WSSASupervision Setting=Point Supervision Setting, Venue=CVPR202023.12 | 0.148 | 0.649 | 0.652 | — | 60.7 | — | — | — | — | — | — | — | |
| WSSAPub/Year=CVPR20, Supervision=Point2026.05 | 0.148 | 0.649 | 0.652 | — | 60.7 | — | — | — | — | — | — | — | |
| A2S-v2Type=UOS2026.03 | 0.1451 | — | 0.7071 | 0.5466 | — | — | 0.6128 | — | — | — | — | — | |
| SCWSSupervision=Point, Pub.=AAAI212023.05 | 0.142 | 0.687 | 0.672 | — | 62.4 | — | — | — | — | — | — | — | |
| SCWSSupervision Setting=Point Supervision Setting, Venue=AAAI212023.12 | 0.142 | 0.687 | 0.672 | — | 62.4 | — | — | — | — | — | — | — | |
| SCWSPub/Year=AAAI21, Supervision=Point2026.05 | 0.142 | 0.687 | 0.672 | — | 62.4 | — | — | — | — | — | — | — | |
| PSPNetYear=20172021.05 | 0.139 | 0.663 | 0.659 | 0.455 | — | — | — | — | — | — | — | — | |
| PSPNetYear=2017, Backbone=ResNet-502022.07 | 0.139 | 0.663 | 0.778 | 0.445 | 60.5 | — | — | — | — | — | — | — | |
| FOUNDType=UOS2026.03 | 0.1373 | — | 0.7465 | 0.6217 | — | — | 0.6913 | — | — | — | — | — | |
| SCODSupervision=Point, Pub.=AAAI232023.05 | 0.137 | 0.663 | 0.688 | — | 62.9 | — | — | — | — | — | — | — | |
| SCODSupervision Setting=Point Supervision Setting, Venue=AAAI232023.12 | 0.137 | 0.663 | 0.688 | — | 62.9 | — | — | — | — | — | — | — | |
| SCODPub/Year=AAAI23, Supervision=Point2026.05 | 0.137 | 0.663 | 0.688 | — | 62.9 | — | — | — | — | — | — | — | |
| MSRCNNYear=20192021.05 | 0.133 | 0.617 | 0.669 | 0.454 | — | — | — | — | — | — | — | — | |
| MSRCNNYear=2019, Backbone=ResNet-502022.07 | 0.133 | 0.618 | 0.67 | 0.454 | 54.4 | — | — | — | — | — | — | — | |
| TELSupervision=Point, Pub.=CVPR222023.05 | 0.133 | 0.645 | 0.674 | — | 66.2 | — | — | — | — | — | — | — | |
| TELSupervision Setting=Point Supervision Setting, Venue=CVPR222023.12 | 0.133 | 0.645 | 0.674 | — | 66.2 | — | — | — | — | — | — | — | |
| TELPub/Year=CVPR22, Supervision=Point2026.05 | 0.133 | 0.645 | 0.674 | — | 66.2 | — | — | — | — | — | — | — | |
| FPNYear=20172021.05 | 0.131 | 0.684 | 0.677 | 0.483 | — | — | — | — | — | — | — | — | |
| FPNYear=2017, Backbone=ResNet-502022.07 | 0.131 | 0.684 | 0.791 | 0.483 | 64.2 | — | — | — | — | — | — | — | |
| SCOD+Supervision=Point2023.05 | 0.129 | 0.666 | 0.693 | — | 64.2 | — | — | — | — | — | — | — | |
| PoolNetYear=2019, Backbone=ResNet-502022.07 | 0.128 | 0.703 | 0.79 | 0.494 | 62.8 | — | — | — | — | — | — | — | |
| ANet-SRMYear=20192021.05 | 0.126 | 0.682 | 0.685 | 0.484 | — | — | — | — | — | — | — | — | |
| ANet-SRMYear=2019, Backbone=FCN2022.07 | 0.126 | 0.682 | 0.725 | 0.484 | 59.3 | — | — | — | — | — | — | — | |
| EGNetYear=2019, Backbone=ResNet-502022.07 | 0.125 | 0.662 | 0.78 | 0.495 | 64 | — | — | — | — | — | — | — | |
| SAM-PSupervision=Point2023.05 | 0.123 | 0.677 | 0.693 | — | 64.9 | — | — | — | — | — | — | — | |
| SAM-PSupervision Setting=Point Supervision Setting, Venue=ICCV232023.12 | 0.123 | 0.677 | 0.693 | — | 64.9 | — | — | — | — | — | — | — | |
| SAMPub/Year=ICCV23, Supervision=Point2026.05 | 0.123 | 0.677 | 0.693 | — | 64.9 | — | — | — | — | — | — | — | |
| WSSASupervision=Scribble, Pub.=CVPR202023.05 | 0.118 | 0.696 | 0.786 | — | 61.5 | — | — | — | — | — | — | — | |
| WSSASupervision Setting=Scribble Supervision Setting, Venue=CVPR202023.12 | 0.118 | 0.696 | 0.786 | — | 61.5 | — | — | — | — | — | — | — | |
| WSSAPub/Year=CVPR20, Supervision=Scribble2026.05 | 0.118 | 0.696 | 0.786 | — | 61.5 | — | — | — | — | — | — | — | |
| SdalsNetType=UCOD2026.03 | 0.1174 | — | 0.7994 | 0.601 | — | — | 0.6971 | — | — | — | — | — | |
| CPDYear=20192021.05 | 0.115 | 0.726 | 0.729 | 0.55 | — | — | — | — | — | — | — | — | |
| CPDYear=2019, Backbone=ResNet-502022.07 | 0.113 | 0.716 | 0.807 | 0.556 | 67.5 | — | — | — | — | — | — | — | |
| GenSAMSupervision Setting=Task-Generic Prompt Setting, Venue=Ours2023.12 | 0.113 | 0.719 | 0.775 | — | 65.9 | — | — | — | — | — | — | — | |
| UCOD-DPLType=UCOD2026.03 | 0.1082 | — | 0.7921 | 0.6109 | — | — | 0.7013 | — | — | — | — | — | |
| EReCuType=UCOD2026.03 | 0.1072 | — | 0.8003 | 0.6083 | — | — | 0.7027 | — | — | — | — | — | |
| SAM-SSupervision=Scribble2023.05 | 0.105 | 0.731 | 0.774 | — | 68.2 | — | — | — | — | — | — | — | |
| SAM-SSupervision Setting=Scribble Supervision Setting, Venue=ICCV232023.12 | 0.105 | 0.731 | 0.774 | — | 68.2 | — | — | — | — | — | — | — | |
| SAMPub/Year=ICCV23, Supervision=Scribble2026.05 | 0.105 | 0.731 | 0.774 | — | 68.2 | — | — | — | — | — | — | — | |
| EGNetYear=20192021.05 | 0.104 | 0.732 | 0.768 | 0.583 | — | — | — | — | — | — | — | — | |
| TELSupervision=Scribble, Pub.=CVPR222023.05 | 0.104 | 0.717 | 0.797 | — | 68.1 | — | — | — | — | — | — | — | |
| TELSupervision Setting=Scribble Supervision Setting, Venue=CVPR222023.12 | 0.104 | 0.717 | 0.797 | — | 68.1 | — | — | — | — | — | — | — | |
| TELPub/Year=CVPR22, Supervision=Scribble2026.05 | 0.104 | 0.717 | 0.797 | — | 68.1 | — | — | — | — | — | — | — | |
| SCWSSupervision=Scribble, Pub.=AAAI212023.05 | 0.102 | 0.713 | 0.795 | — | 65.8 | — | — | — | — | — | — | — | |
| WS-SAMSupervision=Point2023.05 | 0.102 | 0.718 | 0.757 | — | 70.3 | — | — | — | — | — | — | — | |
| SCWSSupervision Setting=Scribble Supervision Setting, Venue=AAAI212023.12 | 0.102 | 0.713 | 0.795 | — | 65.8 | — | — | — | — | — | — | — | |
| WS-SAMPub/Year=NeurIPS23, Supervision=Point2026.05 | 0.102 | 0.718 | 0.757 | — | 70.3 | — | — | — | — | — | — | — | |
| SCWSPub/Year=AAAI21, Supervision=Scribble2026.05 | 0.102 | 0.713 | 0.795 | — | 65.8 | — | — | — | — | — | — | — | |
| BoxSAM-PSupervision=Point2026.05 | 0.102 | 0.745 | 0.749 | — | 75.7 | — | — | — | — | — | — | — | |
| SINetYear=20202021.05 | 0.1 | 0.751 | 0.771 | 0.606 | — | — | — | — | — | — | — | — | |
| MirrorNetYear=2020, Backbone=ResNet502021.05 | 0.1 | 0.741 | 0.804 | 0.652 | — | — | — | — | — | — | — | — | |
| SINetYear=2020, Backbone=ResNet-502022.07 | 0.1 | 0.752 | 0.835 | 0.606 | 70.9 | — | — | — | — | — | — | — | |
| UCNetYear=2020, Backbone=ResNet-502022.07 | 0.094 | 0.739 | 0.811 | 0.64 | 71.6 | — | — | — | — | — | — | — | |
| PraNetYear=2020, Backbone=Res2Net-502022.07 | 0.094 | 0.769 | 0.833 | 0.663 | 71.5 | — | — | — | — | — | — | — | |
| SCODSupervision=Scribble, Pub.=AAAI232023.05 | 0.092 | 0.735 | 0.815 | — | 70.9 | — | — | — | — | — | — | — | |
| WS-SAMSupervision=Scribble2023.05 | 0.092 | 0.759 | 0.818 | — | 74.2 | — | — | — | — | — | — | — | |
| SCODSupervision Setting=Scribble Supervision Setting, Venue=AAAI232023.12 | 0.092 | 0.735 | 0.815 | — | 70.9 | — | — | — | — | — | — | — | |
| SINetPub.Year=CVPR.20, Modality=RGB2026.04 | 0.092 | 0.745 | 0.804 | — | — | — | — | — | — | 0.644 | — | — | |
| SCODPub/Year=AAAI23, Supervision=Scribble2026.05 | 0.092 | 0.735 | 0.815 | — | 70.9 | — | — | — | — | — | — | — | |
| WS-SAMPub/Year=NeurIPS23, Supervision=Scribble2026.05 | 0.092 | 0.759 | 0.818 | — | 74.2 | — | — | — | — | — | — | — | |
| SINetPub/Year=CVPR20, Backbone=ResNet502026.05 | 0.092 | 0.745 | 0.804 | — | 71.2 | — | — | — | — | — | — | — | |
| BasicVersion=No.12021.05 | 0.09 | 0.774 | 0.829 | 0.684 | — | — | — | — | — | — | — | — | |
| SCOD+Supervision=Scribble2023.05 | 0.09 | 0.741 | 0.818 | — | 71.6 | — | — | — | — | — | — | — | |
| C2F-NetYear=2022, Backbone=ResNet-502022.07 | 0.087 | 0.765 | 0.838 | 0.68 | 73.2 | — | — | — | — | — | — | — | |
| Basic+ACFMVersion=No.22021.05 | 0.086 | 0.784 | 0.831 | 0.694 | — | — | — | — | — | — | — | — | |
| UGTRPub/Year=ICCV21, Backbone=ResNet502026.05 | 0.086 | 0.785 | 0.823 | — | 74.9 | — | — | — | — | — | — | — | |
| PFNetYear=2021, Backbone=ResNet-502022.07 | 0.085 | 0.782 | 0.852 | 0.695 | 75.1 | — | — | — | — | — | — | — | |
| ERRNetYear=2022, Backbone=ResNet-502022.07 | 0.085 | 0.779 | 0.851 | 0.679 | 73.1 | — | — | — | — | — | — | — | |
| MGLPub/Years=TIP’20232026.04 | 0.085 | — | — | 0.684 | — | — | 0.774 | 0.848 | — | — | — | — | |
| BoxSAM-SSupervision=Scribble2026.05 | 0.084 | 0.83 | 0.86 | — | 78.9 | — | — | — | — | — | — | — | |
| Basic+DGCMVersion=No.32021.05 | 0.081 | 0.786 | 0.84 | 0.696 | — | — | — | — | — | — | — | — | |
| C2F-NetYear=20212021.05 | 0.08 | 0.796 | 0.854 | 0.719 | — | — | — | — | — | — | — | — | |
| Basic+ACFM+DGCMVersion=No.42021.05 | 0.08 | 0.796 | 0.854 | 0.719 | — | — | — | — | — | — | — | — | |
| LSRYear=2021, Backbone=ResNet-502022.07 | 0.08 | 0.787 | 0.855 | 0.696 | 75.6 | — | — | — | — | — | — | — | |
| PFNet+Pub/Year=SCIS23, Backbone=ResNet502026.05 | 0.08 | 0.791 | 0.85 | — | 76.4 | — | — | — | — | — | — | — | |
| BSANetPub/Years=AAAI’20222026.04 | 0.079 | — | — | 0.717 | — | — | 0.796 | 0.851 | — | — | — | — | |
| BSANetPub/Year=AAAI22, Backbone=Res2Net502026.05 | 0.079 | 0.794 | 0.851 | — | 76.8 | — | — | — | — | — | — | — |