# Medical Image Segmentation on PROMIS Source: [Medical Image Segmentation on PROMIS]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:01.828Z Evaluation of medical image segmentation performance on the PROMIS dataset, reporting the Dice Similarity Coefficient. 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) | PROMIS | | Metric | Dice Coefficient | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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: SCALAR. ## Recorded results | Method | Dice Coefficient | Result date | Report paper | | --- | --- | --- | --- | | Human | 0.538 | Not recorded | 699bdf2309c33900fcd8056a | | RL-PromptSeg | 0.526 | Not recorded | 699bdf2309c33900fcd8056a | | Swin-UNeTr | 0.427 | Not recorded | 699bdf2309c33900fcd8056a | | nnUNet | 0.414 | Not recorded | 699bdf2309c33900fcd8056a | | UNet | 0.346 | Not recorded | 699bdf2309c33900fcd8056a | | T2-predictor | 0.339 | Not recorded | 699bdf2309c33900fcd8056a | | Combiner | 0.33 | Not recorded | 699bdf2309c33900fcd8056a | | UNet | 0.327 | Not recorded | 699bdf2309c33900fcd8056a | | MedSAM3 | 0.323 | Not recorded | 699bdf2309c33900fcd8056a | | DinoV3 | 0.318 | Not recorded | 699bdf2309c33900fcd8056a | | SAM3 | 0.312 | Not recorded | 699bdf2309c33900fcd8056a | | UniverSeg | 0.307 | Not recorded | 699bdf2309c33900fcd8056a | | MedSAM2 | 0.291 | Not recorded | 699bdf2309c33900fcd8056a | | MedSAM | 0.267 | Not recorded | 699bdf2309c33900fcd8056a | | SAM2 | 0.254 | Not recorded | 699bdf2309c33900fcd8056a | | SAM | 0.236 | Not recorded | 699bdf2309c33900fcd8056a | ### Human Dice Coefficient: 0.538. Result ID: 699d04305698665ec4a4553f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RL-PromptSeg Dice Coefficient: 0.526. Result ID: 699d04305698665ec4a45540. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Swin-UNeTr Dice Coefficient: 0.427. Result ID: 699d04305698665ec4a4553d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### nnUNet Dice Coefficient: 0.414. Result ID: 699d04305698665ec4a4553c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNet Dice Coefficient: 0.346. Result ID: 699d04305698665ec4a4553b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"surrogate"}. This record does not assert independent reproduction. ### T2-predictor Dice Coefficient: 0.339. Result ID: 699d04305698665ec4a45538. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Combiner Dice Coefficient: 0.33. Result ID: 699d04305698665ec4a45537. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNet Dice Coefficient: 0.327. Result ID: 699d04305698665ec4a4553a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedSAM3 Dice Coefficient: 0.323. Result ID: 699d04305698665ec4a45536. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DinoV3 Dice Coefficient: 0.318. Result ID: 699d04305698665ec4a4553e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAM3 Dice Coefficient: 0.312. Result ID: 699d04305698665ec4a45533. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UniverSeg Dice Coefficient: 0.307. Result ID: 699d04305698665ec4a45539. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedSAM2 Dice Coefficient: 0.291. Result ID: 699d04305698665ec4a45535. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedSAM Dice Coefficient: 0.267. Result ID: 699d04305698665ec4a45534. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAM2 Dice Coefficient: 0.254. Result ID: 699d04305698665ec4a45532. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAM Dice Coefficient: 0.236. Result ID: 699d04305698665ec4a45531. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.