Interactive Segmentation on COCO
83.4IoU (Point)SEEM
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SEEMModel Scale=Large2023.04 | 83.4 | 84.6 | 84.1 | 76.5 | 76.9 | — | — | |
| SEEMModel Scale=Base2023.04 | 81.7 | 82.8 | 83.5 | 76 | 75.7 | — | — | |
| SEEMModel Scale=Tiny2023.04 | 78.9 | 81 | 81.2 | 72.2 | 73.7 | — | — | |
| SAMModel Scale=Huge2023.04 | 65 | 27.7 | 30.6 | 37.8 | 50.4 | — | — | |
| SAMModel Scale=Large2023.04 | 64.7 | 44.4 | 57.1 | 60.7 | 50.9 | — | — | |
| SimpleClickModel Scale=Huge2023.04 | 59 | 37.3 | 71.5 | 45.3 | 52.4 | — | — | |
| SAMModel Scale=Base2023.04 | 58.6 | 22.8 | 34.2 | 44.5 | 50.7 | — | — | |
| SimpleClickModel Scale=Base2023.04 | 49 | 33.1 | 65.1 | 48.6 | 42.5 | — | — | |
| SimpleClickModel Scale=Large2023.04 | 38.9 | 33.9 | 68.8 | 39.2 | 34.7 | — | — | |
| SAM (B)Backbone=ViT-B/8, Number of Parameters=85M, Supervised Labels=true, Unsupervised Labels=false, % of SA-1B training data=100%2024.06 | — | — | — | — | — | 52.1 | 68.2 | |
| UnSAMBackbone=Swin-Tiny, Number of Parameters=25M, Supervised Labels=false, Unsupervised Labels=true, % of SA-1B training data=1%2024.06 | — | — | — | — | — | 40.3 | 59.5 | |
| UnSAM+Backbone=Swin-Tiny, Number of Parameters=25M, Supervised Labels=true, Unsupervised Labels=true, % of SA-1B training data=1%2024.06 | — | — | — | — | — | 52.4 | 69.5 |