Salient Object Detection on USOD
91.2SαUniV2D
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| UniV2D2026.05 | 91.2 | 90.1 | — | 0.0371 | |
| DualSAM2026.05 | 90.6 | 90.8 | — | 0.0397 | |
| TC-USOD2026.05 | 90.6 | 89.6 | — | 0.0376 | |
| DCGNetPub.=–, Backbone=PVTv22026.07 | 90.48 | 92.33 | 93.63 | 0.0398 | |
| SambaPub.=CVPR’25, Backbone=VMamba-S2026.07 | 90.45 | 91.82 | 93.02 | 0.0416 | |
| PICRNetPub.=ACM MM’23, Backbone=VGG-162026.07 | 90.32 | 89.45 | 93.18 | 0.0435 | |
| SENetPub.=TIP’25, Backbone=ViT-B2026.07 | 90.28 | 90.29 | 93.26 | 0.0406 | |
| GeleNetPub.=TIP’23, Backbone=PVTv22026.07 | 90.25 | 90.61 | 93.19 | 0.0428 | |
| PLFRNetPub.=ESWA’25, Backbone=PVTv22026.07 | 90.22 | 91.51 | 93.27 | 0.0422 | |
| SearchNetPub.=TIP’26, Backbone=PVTv22026.07 | 90.22 | 91.97 | 93.47 | 0.0397 | |
| DualSAMPub.=CVPR’24, Backbone=ViT-B2026.07 | 90.14 | 89.26 | 93.24 | 0.0428 | |
| SPDE2026.05 | 90 | 88.8 | — | 0.0438 | |
| SPDEPub.=TCSVT’24, Backbone=Swin-T2026.07 | 90 | 90.1 | 92.62 | 0.0444 | |
| VSCodePub.=CVPR’24, Backbone=Swin-S2026.07 | 89.99 | 91.46 | 92.77 | 0.0438 | |
| DCNetPub.=PR’25, Backbone=Swin-B2026.07 | 89.97 | 90.47 | 92.48 | 0.0449 | |
| SACNetPub.=TMM’24, Backbone=Swin-B2026.07 | 89.95 | 91.48 | 93.37 | 0.0412 | |
| TC-USODPub.=TIP’25, Backbone=T2T-ViT2026.07 | 89.94 | 89.25 | 93.31 | 0.0426 | |
| FSCDiffPub.=ACM MM’25, Backbone=PVTv22026.07 | 89.94 | 92.16 | 92.89 | 0.0411 | |
| IGANPub.=TCSVT’24, Backbone=Swin-B2026.07 | 89.9 | 91.19 | 93.41 | 0.0423 | |
| CSSAMPub.=TPAMI’26, Backbone=Hiera-T2026.07 | 89.87 | 92.19 | 92.58 | 0.0434 | |
| HIDANetPub.=TIP’23, Backbone=Res2Net-502026.07 | 89.58 | 89.54 | 92.65 | 0.0459 | |
| ISNetPub.=PR’24, Backbone=ResNet-502026.07 | 89.44 | 89.84 | 92.14 | 0.0494 | |
| U2-Net2026.05 | 88.8 | 86.2 | — | 0.0541 | |
| Initialization2026.05 | 88.8 | 87.7 | — | 0.0507 | |
| CATNetPub.=TMM’23, Backbone=Swin-B2026.07 | 88.76 | 89.59 | 92.66 | 0.0433 | |
| RMFormer2026.05 | 88 | 87.6 | — | 0.0542 | |
| WaterFlowPub.=ICASSP’26, Backbone=PVTv22026.07 | 87.93 | 89.5 | 92.68 | 0.0464 | |
| CATNet2026.05 | 87.8 | 86.5 | — | 0.0522 | |
| MFNet2026.05 | 84.2 | 77.6 | — | 0.0758 | |
| SUIM-Net2026.05 | 76.9 | 71.7 | — | 0.1159 |