Medical Image Segmentation on PROMISE12
88.8Dice CoefficientRobust MedSAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Robust MedSAMprompt=bounding box, aggregation=mean ± std across degradation types2026.04 | 88.8 | 80.4 | |
| MedSAMprompt=bounding box, aggregation=mean ± std across degradation types2026.04 | 88.6 | 80.3 | |
| SAMprompt=bounding box, aggregation=mean ± std across degradation types2026.04 | 87.6 | 79.3 | |
| H-SAMLabeled scans=3 (7.5%), Unlabeled scans=0 (0%)2024.03 | 87.27 | — | |
| SAMedLabeled scans=3 (7.5%), Unlabeled scans=0 (0%)2024.03 | 86 | — | |
| C2GR2026.06 | 85.68 | — | |
| JointTrain2026.06 | 85.28 | — | |
| MedSeqFT2026.06 | 84.43 | — | |
| nnUnetLabeled scans=3 (7.5%), Unlabeled scans=0 (0%)2024.03 | 84.22 | — | |
| SR-DSFW2026.06 | 84.06 | — | |
| GR2026.06 | 81.63 | — | |
| CoNuSeg2026.06 | 81.59 | — | |
| FineTune2026.06 | 80.14 | — | |
| MLB-Segsupervision=semi-supervised, Backbone=UNet++, Resolution=2562023.07 | 78.27 | — | |
| MLB-SegLabeled scans=3 (7.5%), Unlabeled scans=37 (92.5%)2024.03 | 78.27 | — | |
| MLB-Segsupervision=semi-supervised, Backbone=UNet++, Resolution=1442023.07 | 77.22 | — | |
| MLB-Segsupervision=semi-supervised, Backbone=UNet, Resolution=1442023.07 | 76.41 | — | |
| MLB-Segsupervision=semi-supervised, Backbone=UNet, Resolution=2562023.07 | 76.15 | — | |
| SAM AdapterLabeled scans=3 (7.5%), Unlabeled scans=0 (0%)2024.03 | 75.45 | — | |
| Self-Pacedsupervision=semi-supervised, Backbone=UNet, Resolution=2562023.07 | 74.02 | — | |
| Self-PacedLabeled scans=3 (7.5%), Unlabeled scans=37 (92.5%)2024.03 | 74.02 | — | |
| SASSNetsupervision=semi-supervised2023.07 | 73.43 | — | |
| SASSNetLabeled scans=3 (7.5%), Unlabeled scans=37 (92.5%)2024.03 | 73.43 | — | |
| SS-Netsupervision=semi-supervised2023.07 | 73.19 | — | |
| SS-NetLabeled scans=3 (7.5%), Unlabeled scans=37 (92.5%)2024.03 | 73.19 | — | |
| MC-Netsupervision=semi-supervised2023.07 | 72.66 | — | |
| MC-NetLabeled scans=3 (7.5%), Unlabeled scans=37 (92.5%)2024.03 | 72.66 | — | |
| Scratch2026.06 | 72.08 | — | |
| UNet++supervision=semi-supervised2023.07 | 68.85 | — | |
| AutoSAMLabeled scans=3 (7.5%), Unlabeled scans=0 (0%)2024.03 | 68.4 | — | |
| UA-MTsupervision=semi-supervised2023.07 | 65.05 | — | |
| UA-MTLabeled scans=3 (7.5%), Unlabeled scans=37 (92.5%)2024.03 | 65.05 | — | |
| DTCsupervision=semi-supervised2023.07 | 63.44 | — | |
| DTCLabeled scans=3 (7.5%), Unlabeled scans=37 (92.5%)2024.03 | 63.44 | — |