Multi-class Instance Segmentation on USIS10K
66.8mAPLUSIS-DETR Small
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LUSIS-DETR SmallParams=33.4M2026.06 | 66.8 | 87.1 | 77 | |
| BiPAParams=737M2026.06 | 64.2 | 85.1 | 74 | |
| DiveSegParams=390M2026.06 | 64.1 | 82.8 | 72.2 | |
| UIS-Mamba-BParams=115M2026.06 | 63.8 | 86 | 72.8 | |
| DCFNet Swin-BParams=219M2026.06 | 63.7 | 82.2 | 70.9 | |
| SPDA-SAMVenue=N/A, Backbone=ViT-Base2026.02 | 45.9 | 60.3 | 52.3 | |
| USIS-SAMVenue=ICML24, Backbone=ViT-Huge2026.02 | 43.1 | 59 | 48.5 | |
| RSPrompterVenue=TGRS24, Backbone=ViT-Huge2026.02 | 40.2 | 55.3 | 44.8 | |
| RDPNetVenue=TIP21, Backbone=ResNet-1012026.02 | 39.3 | 55.9 | 45.4 | |
| WaterMaskVenue=ICCV23, Backbone=ResNet-1012026.02 | 38.7 | 54.9 | 43.2 | |
| SAM+MaskVenue=ICCV23, Backbone=ViT-Huge2026.02 | 38.5 | 56.3 | 44 | |
| RDPNetVenue=TIP21, Backbone=ResNet-502026.02 | 37.9 | 55.3 | 42.7 | |
| WaterMaskVenue=ICCV23, Backbone=ResNet-502026.02 | 37.7 | 54 | 42.5 | |
| SAM+BBoxVenue=ICCV23, Backbone=ViT-Huge2026.02 | 26.4 | 38.9 | 29 | |
| S4NetVenue=CVPR19, Backbone=ResNet-502026.02 | 23.9 | 43.5 | 24.4 | |
| OQTRVenue=TMM22, Backbone=ResNet-502026.02 | 19.7 | 30.6 | 21.9 |