Camouflaged Object Segmentation on NC4K 4121 (test)
89.7Fw_betaCAMF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CAMFVenue=TPAMI25, Supervision=Fully-supervised2026.02 | 89.7 | 3.3 | 90.5 | 93.3 | |
| COMPrompterVenue=SCIS25, Supervision=Fully-supervised2026.02 | 87.6 | 3 | 90.7 | 95.5 | |
| DSSVenue=-, Supervision=Zero-shot2026.02 | 87 | 3.1 | 89.1 | 94 | |
| CGCODVenue=MM25, Supervision=Fully-supervised2026.02 | 86.9 | 2.6 | 90.4 | 94.9 | |
| ZoomNeXtVenue=TPAMI24, Supervision=Fully-supervised2026.02 | 86.3 | 2.8 | 90.3 | 95.1 | |
| CamoDiff-EVenue=TPAMI25, Supervision=Fully-supervised2026.02 | 86.1 | 2.8 | 89.5 | 94.2 | |
| QWen+SAM2Venue=-, Supervision=Zero-shot2026.02 | 84.6 | 3.7 | 87.5 | 92.4 | |
| SENetVenue=TIP24, Supervision=Fully-supervised2026.02 | 84.3 | 3.2 | 88.9 | 93.3 | |
| HitNetVenue=AAAI23, Supervision=Fully-supervised2026.02 | 83.4 | 3.7 | 87.5 | 92.6 | |
| EASEVenue=CVPR25, Supervision=Un-supervised2026.02 | 83.3 | 3.9 | 86.6 | 91.5 | |
| IAPFVenue=ArXiv25, Supervision=Zero-shot2026.02 | 82.8 | 4.3 | 86.2 | 91.6 | |
| UCOD-DPLVenue=CVPR25, Supervision=Un-supervised2026.02 | 81.8 | 4.3 | 85 | 92.3 | |
| CAMFVenue=TPAMI25, Supervision=Zero-shot2026.02 | 81.8 | 5.4 | 86.1 | 88.2 | |
| RDVP-MSDVenue=MM25, Supervision=Zero-shot2026.02 | 79.5 | 4.9 | 84.2 | 89.1 | |
| UpGenVenue=TIP25, Supervision=Zero-shot2026.02 | 78.8 | 5.4 | 83.8 | 88.7 | |
| ProMaCVenue=NIPS24, Supervision=Zero-shot2026.02 | 77.7 | 5.9 | 81.5 | 88.4 | |
| SdalsNetVenue=AAAI25, Supervision=Un-supervised2026.02 | 69.7 | 8.4 | 73.8 | 82.6 | |
| MMCPFVenue=MM24, Supervision=Zero-shot2026.02 | 67.6 | 5.5 | 79.7 | 84.7 | |
| GenSAMVenue=AAAI24, Supervision=Zero-shot2026.02 | 66.2 | 5.7 | 78.1 | 85.1 | |
| SAM2Venue=ArXiv24, Supervision=Zero-shot2026.02 | 65.8 | 5.9 | 79.6 | 84.2 | |
| UCOS-DAVenue=ICCVW23, Supervision=Un-supervised2026.02 | 65.6 | 8.5 | 75.5 | 81.9 |