# Medical Image Segmentation on PROMISE12 Source: [Medical Image Segmentation on PROMISE12]() Collection index: [llms.txt]() Data updated: 2026-06-23T12:48:47.123Z Evaluation of medical image segmentation performance on the PROMISE12 dataset, reporting the Dice Similarity Coefficient (DSC). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Medical Image Segmentation | | Dataset (including any stated split) | PROMISE12 | | Metric | Dice Coefficient | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 34 of 34 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Dice Coefficient](): Higher is better; unit: PERCENT. - [IoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | Dice Coefficient | Result date | Report paper | | --- | --- | --- | --- | | Robust MedSAM | 88.8 | Not recorded | 69ddc9dd7d0172140ec79787 | | MedSAM | 88.6 | Not recorded | 69ddc9dd7d0172140ec79787 | | SAM | 87.6 | Not recorded | 69ddc9dd7d0172140ec79787 | | H-SAM | 87.27 | Not recorded | 68fa72b61e209131cea581ae | | SAMed | 86 | Not recorded | 68fa72b61e209131cea581ae | | C2GR | 85.68 | Not recorded | 6a3a1397206542251d7c770b | | JointTrain | 85.28 | Not recorded | 6a3a1397206542251d7c770b | | MedSeqFT | 84.43 | Not recorded | 6a3a1397206542251d7c770b | | nnUnet | 84.22 | Not recorded | 68fa72b61e209131cea581ae | | SR-DSFW | 84.06 | Not recorded | 6a3a1397206542251d7c770b | | GR | 81.63 | Not recorded | 6a3a1397206542251d7c770b | | CoNuSeg | 81.59 | Not recorded | 6a3a1397206542251d7c770b | | FineTune | 80.14 | Not recorded | 6a3a1397206542251d7c770b | | MLB-Seg | 78.27 | Not recorded | 68fa701a1e209131cea48ff9 | | MLB-Seg | 78.27 | Not recorded | 68fa72b61e209131cea581ae | | MLB-Seg | 77.22 | Not recorded | 68fa701a1e209131cea48ff9 | | MLB-Seg | 76.41 | Not recorded | 68fa701a1e209131cea48ff9 | | MLB-Seg | 76.15 | Not recorded | 68fa701a1e209131cea48ff9 | | SAM Adapter | 75.45 | Not recorded | 68fa72b61e209131cea581ae | | Self-Paced | 74.02 | Not recorded | 68fa701a1e209131cea48ff9 | | Self-Paced | 74.02 | Not recorded | 68fa72b61e209131cea581ae | | SASSNet | 73.43 | Not recorded | 68fa701a1e209131cea48ff9 | | SASSNet | 73.43 | Not recorded | 68fa72b61e209131cea581ae | | SS-Net | 73.19 | Not recorded | 68fa701a1e209131cea48ff9 | | SS-Net | 73.19 | Not recorded | 68fa72b61e209131cea581ae | | MC-Net | 72.66 | Not recorded | 68fa701a1e209131cea48ff9 | | MC-Net | 72.66 | Not recorded | 68fa72b61e209131cea581ae | | Scratch | 72.08 | Not recorded | 6a3a1397206542251d7c770b | | UNet++ | 68.85 | Not recorded | 68fa701a1e209131cea48ff9 | | AutoSAM | 68.4 | Not recorded | 68fa72b61e209131cea581ae | | UA-MT | 65.05 | Not recorded | 68fa701a1e209131cea48ff9 | | UA-MT | 65.05 | Not recorded | 68fa72b61e209131cea581ae | | DTC | 63.44 | Not recorded | 68fa701a1e209131cea48ff9 | | DTC | 63.44 | Not recorded | 68fa72b61e209131cea581ae | ### Robust MedSAM Dice Coefficient: 88.8. Result ID: 69ddedff47f34ce924c506b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"prompt":"bounding box","aggregation":"mean ± std across degradation types"}. This record does not assert independent reproduction. ### MedSAM Dice Coefficient: 88.6. Result ID: 69ddedff47f34ce924c506b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"prompt":"bounding box","aggregation":"mean ± std across degradation types"}. This record does not assert independent reproduction. ### SAM Dice Coefficient: 87.6. Result ID: 69ddedff47f34ce924c506b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"prompt":"bounding box","aggregation":"mean ± std across degradation types"}. This record does not assert independent reproduction. ### H-SAM Dice Coefficient: 87.27. Result ID: 699254cf3a6c3148490e3cb4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Labeled scans":"3 (7.5%)","Unlabeled scans":"0 (0%)"}. This record does not assert independent reproduction. ### SAMed Dice Coefficient: 86. Result ID: 699254cf3a6c3148490e3cb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeled scans":"3 (7.5%)","Unlabeled scans":"0 (0%)"}. This record does not assert independent reproduction. ### C2GR Dice Coefficient: 85.68. Result ID: 6a3a80aefbc373592c393b34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JointTrain Dice Coefficient: 85.28. Result ID: 6a3a80aefbc373592c393b2e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedSeqFT Dice Coefficient: 84.43. Result ID: 6a3a80aefbc373592c393b33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### nnUnet Dice Coefficient: 84.22. Result ID: 699254cf3a6c3148490e3cb0. [Reporting paper]() Recorded evaluation configuration: {"Labeled scans":"3 (7.5%)","Unlabeled scans":"0 (0%)"}. This record does not assert independent reproduction. ### SR-DSFW Dice Coefficient: 84.06. Result ID: 6a3a80aefbc373592c393b31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GR Dice Coefficient: 81.63. Result ID: 6a3a80aefbc373592c393b30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoNuSeg Dice Coefficient: 81.59. Result ID: 6a3a80aefbc373592c393b32. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FineTune Dice Coefficient: 80.14. Result ID: 6a3a80aefbc373592c393b2f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLB-Seg Dice Coefficient: 78.27. Result ID: 699109b53a6c3148490535e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"supervision":"semi-supervised","Backbone":"UNet++","Resolution":"256"}. This record does not assert independent reproduction. ### MLB-Seg Dice Coefficient: 78.27. Result ID: 699254cf3a6c3148490e3caf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Labeled scans":"3 (7.5%)","Unlabeled scans":"37 (92.5%)"}. This record does not assert independent reproduction. ### MLB-Seg Dice Coefficient: 77.22. Result ID: 699109b53a6c3148490535e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"supervision":"semi-supervised","Backbone":"UNet++","Resolution":"144"}. This record does not assert independent reproduction. ### MLB-Seg Dice Coefficient: 76.41. Result ID: 699109b53a6c3148490535e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"supervision":"semi-supervised","Backbone":"UNet","Resolution":"144"}. This record does not assert independent reproduction. ### MLB-Seg Dice Coefficient: 76.15. Result ID: 699109b53a6c3148490535e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"supervision":"semi-supervised","Backbone":"UNet","Resolution":"256"}. This record does not assert independent reproduction. ### SAM Adapter Dice Coefficient: 75.45. Result ID: 699254cf3a6c3148490e3cb2. [Reporting paper]() Recorded evaluation configuration: {"Labeled scans":"3 (7.5%)","Unlabeled scans":"0 (0%)"}. This record does not assert independent reproduction. ### Self-Paced Dice Coefficient: 74.02. Result ID: 699109b53a6c3148490535e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"supervision":"semi-supervised","Backbone":"UNet","Resolution":"256"}. This record does not assert independent reproduction. ### Self-Paced Dice Coefficient: 74.02. Result ID: 699254cf3a6c3148490e3cae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeled scans":"3 (7.5%)","Unlabeled scans":"37 (92.5%)"}. This record does not assert independent reproduction. ### SASSNet Dice Coefficient: 73.43. Result ID: 699109b53a6c3148490535e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"supervision":"semi-supervised"}. This record does not assert independent reproduction. ### SASSNet Dice Coefficient: 73.43. Result ID: 699254cf3a6c3148490e3cab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeled scans":"3 (7.5%)","Unlabeled scans":"37 (92.5%)"}. This record does not assert independent reproduction. ### SS-Net Dice Coefficient: 73.19. Result ID: 699109b53a6c3148490535e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"supervision":"semi-supervised"}. This record does not assert independent reproduction. ### SS-Net Dice Coefficient: 73.19. Result ID: 699254cf3a6c3148490e3cad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeled scans":"3 (7.5%)","Unlabeled scans":"37 (92.5%)"}. This record does not assert independent reproduction. ### MC-Net Dice Coefficient: 72.66. Result ID: 699109b53a6c3148490535e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"supervision":"semi-supervised"}. This record does not assert independent reproduction. ### MC-Net Dice Coefficient: 72.66. Result ID: 699254cf3a6c3148490e3cac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeled scans":"3 (7.5%)","Unlabeled scans":"37 (92.5%)"}. This record does not assert independent reproduction. ### Scratch Dice Coefficient: 72.08. Result ID: 6a3a80aefbc373592c393b2d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNet++ Dice Coefficient: 68.85. Result ID: 699109b53a6c3148490535de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"supervision":"semi-supervised"}. This record does not assert independent reproduction. ### AutoSAM Dice Coefficient: 68.4. Result ID: 699254cf3a6c3148490e3cb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeled scans":"3 (7.5%)","Unlabeled scans":"0 (0%)"}. This record does not assert independent reproduction. ### UA-MT Dice Coefficient: 65.05. Result ID: 699109b53a6c3148490535df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"supervision":"semi-supervised"}. This record does not assert independent reproduction. ### UA-MT Dice Coefficient: 65.05. Result ID: 699254cf3a6c3148490e3ca9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeled scans":"3 (7.5%)","Unlabeled scans":"37 (92.5%)"}. This record does not assert independent reproduction. ### DTC Dice Coefficient: 63.44. Result ID: 699109b53a6c3148490535e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"supervision":"semi-supervised"}. This record does not assert independent reproduction. ### DTC Dice Coefficient: 63.44. Result ID: 699254cf3a6c3148490e3caa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeled scans":"3 (7.5%)","Unlabeled scans":"37 (92.5%)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.