Camouflaged Object Segmentation on CAMO 250 images (test)
0.036Mean Absolute Error (MAE)CGCOD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CGCODVenue=MM25, Supervision=Fully-supervised2026.02 | 0.036 | — | — | — | 86.4 | 0.896 | 0.947 | |
| SENetVenue=TIP24, Supervision=Fully-supervised2026.02 | 0.039 | — | — | — | 84.7 | 0.888 | 0.932 | |
| ZoomNeXtVenue=TPAMI24, Supervision=Fully-supervised2026.02 | 0.041 | — | — | — | 85.7 | 0.889 | 0.945 | |
| CAMFVenue=TPAMI25, Supervision=Fully-supervised2026.02 | 0.041 | — | — | — | 88.7 | 0.901 | 0.933 | |
| CamoDiff-EVenue=TPAMI25, Supervision=Fully-supervised2026.02 | 0.042 | — | — | — | 85.1 | 0.878 | 0.936 | |
| COMPrompterVenue=SCIS25, Supervision=Fully-supervised2026.02 | 0.044 | — | — | — | 85.8 | 0.882 | 0.942 | |
| HitNetVenue=AAAI23, Supervision=Fully-supervised2026.02 | 0.055 | — | — | — | 80.9 | 0.849 | 0.906 | |
| UCOD-DPLVenue=CVPR25, Supervision=Un-supervised2026.02 | 0.077 | — | — | — | 74 | 0.793 | 0.862 | |
| EASEVenue=CVPR25, Supervision=Un-supervised2026.02 | 0.078 | — | — | — | 77.1 | 0.807 | 0.865 | |
| DSSVenue=-, Supervision=Zero-shot2026.02 | 0.078 | — | — | — | 76.6 | 0.808 | 0.87 | |
| IAPFVenue=ArXiv25, Supervision=Zero-shot2026.02 | 0.081 | — | — | — | 76.8 | 0.803 | 0.864 | |
| RDVP-MSDVenue=MM25, Supervision=Zero-shot2026.02 | 0.081 | — | — | — | 78.5 | 0.796 | 0.848 | |
| PFNetPub. Year=Ours2021.04 | 0.085 | 0.782 | 0.852 | 0.695 | — | — | — | |
| QWen+SAM2Venue=-, Supervision=Zero-shot2026.02 | 0.085 | — | — | — | 74.1 | 0.79 | 0.849 | |
| MINet-RPub. Year=CVPR'202021.04 | 0.09 | 0.749 | 0.835 | 0.635 | — | — | — | |
| ProMaCVenue=NIPS24, Supervision=Zero-shot2026.02 | 0.09 | — | — | — | 72.5 | 0.767 | 0.846 | |
| F3NetPub. Year=AAAI'202021.04 | 0.091 | 0.779 | 0.84 | 0.666 | — | — | — | |
| UpGenVenue=TIP25, Supervision=Zero-shot2026.02 | 0.091 | — | — | — | 71.8 | 0.779 | 0.833 | |
| GCPANetPub. Year=AAAI'202021.04 | 0.092 | 0.778 | 0.842 | 0.646 | — | — | — | |
| BDRARPub. Year=ECCV'182021.04 | 0.093 | 0.759 | 0.825 | 0.664 | — | — | — | |
| PraNetPub. Year=MICCAI'202021.04 | 0.094 | 0.769 | 0.833 | 0.663 | — | — | — | |
| SINetPub. Year=CVPR'202021.04 | 0.1 | 0.751 | 0.834 | 0.606 | — | — | — | |
| EGNetPub. Year=ICCV'192021.04 | 0.104 | 0.732 | 0.827 | 0.583 | — | — | — | |
| DSCPub. Year=CVPR'182021.04 | 0.105 | 0.736 | 0.83 | 0.592 | — | — | — | |
| MMCPFVenue=MM24, Supervision=Zero-shot2026.02 | 0.105 | — | — | — | 68.3 | 0.737 | 0.772 | |
| CAMFVenue=TPAMI25, Supervision=Zero-shot2026.02 | 0.105 | — | — | — | 72.9 | 0.788 | 0.814 | |
| GenSAMVenue=AAAI24, Supervision=Zero-shot2026.02 | 0.113 | — | — | — | 65.9 | 0.719 | 0.775 | |
| CPDPub. Year=CVPR'192021.04 | 0.115 | 0.726 | 0.802 | 0.55 | — | — | — | |
| SdalsNetVenue=AAAI25, Supervision=Un-supervised2026.02 | 0.117 | — | — | — | 66.4 | 0.696 | 0.801 | |
| UCOS-DAVenue=ICCVW23, Supervision=Un-supervised2026.02 | 0.127 | — | — | — | 60.6 | 0.701 | 0.784 | |
| SAM2Venue=ArXiv24, Supervision=Zero-shot2026.02 | 0.128 | — | — | — | 64.8 | 0.744 | 0.83 | |
| FPNPub. Year=CVPR'172021.04 | 0.131 | 0.684 | 0.791 | 0.483 | — | — | — | |
| MSRCNNPub. Year=CVPR'192021.04 | 0.133 | 0.617 | 0.67 | 0.454 | — | — | — | |
| PSPNetPub. Year=CVPR'172021.04 | 0.139 | 0.663 | 0.778 | 0.455 | — | — | — | |
| UNet++Pub. Year=DLMIA'172021.04 | 0.149 | 0.599 | 0.74 | 0.392 | — | — | — | |
| Mask RCNNPub. Year=ICCV'172021.04 | 0.151 | 0.574 | 0.716 | 0.43 | — | — | — | |
| PiCANetPub. Year=CVPR'182021.04 | 0.156 | 0.609 | 0.753 | 0.356 | — | — | — | |
| BASNetPub. Year=CVPR'192021.04 | 0.159 | 0.618 | 0.719 | 0.413 | — | — | — | |
| HTCPub. Year=CVPR'192021.04 | 0.172 | 0.476 | 0.442 | 0.174 | — | — | — | |
| PFANetPub. Year=CVPR'192021.04 | 0.172 | 0.659 | 0.735 | 0.391 | — | — | — |