Camouflaged Object Segmentation on NC4K
89.7Fw_betaCAMF
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CAMFPub.=-, Input Size=384, Sup.=Supervised2024.10 | 89.7 | 3.3 | 90.5 | 93.3 | |
| COMPrompterPub.=SCIS24, Input Size=1024, Sup.=Supervised2024.10 | 87.6 | 3 | 90.7 | 95.5 | |
| ZoomNeXtPub.=TPAMI24, Input Size=384, Sup.=Supervised2024.10 | 86.3 | 2.8 | 90.3 | 95.1 | |
| EVP-EVA02-LPub.=-, Input Size=352, Sup.=Supervised2024.10 | 85.4 | 3.7 | 90.2 | 93.3 | |
| COCUS2025.06 | 85.2 | 3.1 | 90.4 | — | |
| SENetPub.=TIP24, Input Size=384, Sup.=Supervised2024.10 | 84.3 | 3.2 | 88.9 | 93.3 | |
| FEDERPub.=CVPR23, Input Size=384, Sup.=Supervised2024.10 | 82.4 | 4.2 | 86.2 | 91.3 | |
| MedSAM2025.06 | 82.1 | 4.1 | 86.6 | — | |
| CAMFPub.=-, Sup.=ZS, Data=DUTS2024.10 | 81.8 | 5.4 | 86.1 | 88.2 | |
| EVP-SegformerPub.=CVPR23, Input Size=352, Sup.=Supervised2024.10 | 81.8 | 4.7 | 85.5 | 90.1 | |
| FSPNetPub.=CVPR23, Input Size=384, Sup.=Supervised2024.10 | 81.6 | 3.5 | 87.9 | 91.5 | |
| DaCODPub.=MM23, Input Size=448, Sup.=Supervised2024.10 | 81.4 | 3.6 | 87.4 | 91.2 | |
| RankNet2025.06 | 80.2 | 4.8 | 84 | — | |
| SAM-MFGPub.=NeurIPS23, Sup.=WS, Data=COD10K2024.10 | 79.9 | 5.7 | 81.3 | 85.9 | |
| CDPPub.=ESWA25, Input Size=320, Sup.=Supervised2024.10 | 79.9 | 5.1 | 88 | 90.2 | |
| PENetPub.=IJCAI23, Input Size=352, Sup.=Supervised2024.10 | 79.5 | 4.2 | 85.5 | 91.2 | |
| SINet-V2Pub.=TPAMI22, Input Size=352, Sup.=Supervised2024.10 | 79 | 6 | 82.2 | 88.5 | |
| OSFormerPub.=ECCV22, Input Size=384, Sup.=Supervised2024.10 | 79 | 4.9 | 83.2 | 89.1 | |
| ZoomNetPub.=CVPR22, Input Size=384, Sup.=Supervised2024.10 | 78.4 | 4.3 | 85.3 | 91.2 | |
| PFNet2025.06 | 78.4 | 5.3 | 82.9 | — | |
| ZoomNet2025.06 | 78.4 | 4.3 | 85.3 | — | |
| DGNet2025.06 | 78.4 | 4.2 | 85.7 | — | |
| EVP-EVA02-LPub.=-, Sup.=ZS, Data=DUTS2024.10 | 78.3 | 6.9 | 83.7 | 86.2 | |
| SegMaRPub.=CVPR22, Input Size=352, Sup.=Supervised2024.10 | 78.1 | 4.6 | 84.1 | 90.7 | |
| SegMaR2025.06 | 78.1 | 4.6 | 84.1 | — | |
| SINetV22025.06 | 77 | 4.8 | 84.7 | — | |
| SINet2025.06 | 76.8 | 5.8 | 80.8 | — | |
| LSRPub.=CVPR21, Input Size=352, Sup.=Supervised2024.10 | 76.6 | 4.8 | 84 | 90.7 | |
| EVP-SegformerPub.=CVPR23, Sup.=ZS, Data=DUTS2024.10 | 75.6 | 7.1 | 78.8 | 82.2 | |
| CRNetPub.=AAAI23, Sup.=WS, Data=COD10K2024.10 | 74.1 | 8 | 75.8 | 79.6 | |
| SINetPub.=CVPR20, Input Size=352, Sup.=Supervised2024.10 | 72.3 | 5.8 | 80.8 | 87.1 | |
| CDPPub.=ESWA25, Sup.=WS, Data=DUTS+CAMO+COD10K2024.10 | 71.7 | 7.5 | 76.9 | 84.2 | |
| TELPub.=CVPR22, Sup.=WS, Data=COD10K2024.10 | 71.1 | 8.5 | 76.6 | 79.5 | |
| SAMPub.=ICCV23, Sup.=ZS, Data=SA-1B2024.10 | 69.6 | 7.8 | 76.7 | 77.6 | |
| SAM2025.06 | 69.6 | 7.8 | 76.7 | — | |
| MMCPFPub.=MM24, Sup.=ZS, Data=SA-1B2024.10 | 68.6 | 7.9 | 76.9 | 79.6 | |
| VSTPub.=ICCV21, Sup.=ZS, Data=DUTS2024.10 | 68.5 | 9.1 | 75.2 | 79 | |
| GenSAMPub.=AAAI24, Sup.=ZS, Data=SA-1B2024.10 | 66.5 | 8.7 | 75.4 | 78.1 | |
| CRNetPub.=AAAI23, Sup.=ZS, Data=DUTS2024.10 | 59.9 | 9.6 | 69.4 | 69.7 | |
| SINet-V2Pub.=TPAMI22, Sup.=ZS, Data=DUTS2024.10 | 55.1 | 12.7 | 66.7 | 66.8 | |
| SAM2Pub.=arXiv24, Sup.=ZS, Data=SA-V2024.10 | 25.1 | 18.6 | 51.2 | 48.2 |