# Medical Image Segmentation on Endovis multiclass 17 (test) Source: [Medical Image Segmentation on Endovis multiclass 17 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:06.514Z Evaluation of Medical Image Segmentation performance on the test split of the Endovis multiclass 17 dataset, reporting Dice score. 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) | Endovis multiclass 17 (test) | | Metric | Dice Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Dice Score | Result date | Report paper | | --- | --- | --- | --- | | S2M-Net | 0.8377 | Not recorded | 695c96e053fdd5c3617433a8 | | S2M-Net | 0.7638 | Not recorded | 695c96e053fdd5c3617433a8 | | UMamba | 0.6592 | Not recorded | 695c96e053fdd5c3617433a8 | | DuckNet | 0.6434 | Not recorded | 695c96e053fdd5c3617433a8 | | SwinUNet | 0.6278 | Not recorded | 695c96e053fdd5c3617433a8 | | UMamba | 0.6278 | Not recorded | 695c96e053fdd5c3617433a8 | | TransUNet | 0.6189 | Not recorded | 695c96e053fdd5c3617433a8 | | DuckNet | 0.6123 | Not recorded | 695c96e053fdd5c3617433a8 | | U-Net++ | 0.5945 | Not recorded | 695c96e053fdd5c3617433a8 | | SwinUNet | 0.5945 | Not recorded | 695c96e053fdd5c3617433a8 | | RAPUNet | 0.5912 | Not recorded | 695c96e053fdd5c3617433a8 | | TransUNet | 0.5867 | Not recorded | 695c96e053fdd5c3617433a8 | | PraNet | 0.5823 | Not recorded | 695c96e053fdd5c3617433a8 | | U-Net | 0.5698 | Not recorded | 695c96e053fdd5c3617433a8 | | U-Net++ | 0.5567 | Not recorded | 695c96e053fdd5c3617433a8 | | RAPUNet | 0.5534 | Not recorded | 695c96e053fdd5c3617433a8 | | PraNet | 0.5412 | Not recorded | 695c96e053fdd5c3617433a8 | | U-Net | 0.5234 | Not recorded | 695c96e053fdd5c3617433a8 | ### S2M-Net Dice Score: 0.8377. Result ID: 6997eeaf5698665ec447e373. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"MASL"}. This record does not assert independent reproduction. ### S2M-Net Dice Score: 0.7638. Result ID: 6997eeaf5698665ec447e374. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"standard Dice loss"}. This record does not assert independent reproduction. ### UMamba Dice Score: 0.6592. Result ID: 6997eeaf5698665ec447e36f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Loss":"MASL"}. This record does not assert independent reproduction. ### DuckNet Dice Score: 0.6434. Result ID: 6997eeaf5698665ec447e371. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"MASL"}. This record does not assert independent reproduction. ### SwinUNet Dice Score: 0.6278. Result ID: 6997eeaf5698665ec447e36b. [Reporting paper]() Recorded evaluation configuration: {"Loss":"MASL"}. This record does not assert independent reproduction. ### UMamba Dice Score: 0.6278. Result ID: 6997eeaf5698665ec447e370. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Loss":"standard Dice loss"}. This record does not assert independent reproduction. ### TransUNet Dice Score: 0.6189. Result ID: 6997eeaf5698665ec447e36d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Loss":"MASL"}. This record does not assert independent reproduction. ### DuckNet Dice Score: 0.6123. Result ID: 6997eeaf5698665ec447e372. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"standard Dice loss"}. This record does not assert independent reproduction. ### U-Net++ Dice Score: 0.5945. Result ID: 6997eeaf5698665ec447e365. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Loss":"MASL"}. This record does not assert independent reproduction. ### SwinUNet Dice Score: 0.5945. Result ID: 6997eeaf5698665ec447e36c. [Reporting paper]() Recorded evaluation configuration: {"Loss":"standard Dice loss"}. This record does not assert independent reproduction. ### RAPUNet Dice Score: 0.5912. Result ID: 6997eeaf5698665ec447e369. [Reporting paper]() Recorded evaluation configuration: {"Loss":"MASL"}. This record does not assert independent reproduction. ### TransUNet Dice Score: 0.5867. Result ID: 6997eeaf5698665ec447e36e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Loss":"standard Dice loss"}. This record does not assert independent reproduction. ### PraNet Dice Score: 0.5823. Result ID: 6997eeaf5698665ec447e367. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Loss":"MASL"}. This record does not assert independent reproduction. ### U-Net Dice Score: 0.5698. Result ID: 6997eeaf5698665ec447e363. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Loss":"MASL"}. This record does not assert independent reproduction. ### U-Net++ Dice Score: 0.5567. Result ID: 6997eeaf5698665ec447e366. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Loss":"standard Dice loss"}. This record does not assert independent reproduction. ### RAPUNet Dice Score: 0.5534. Result ID: 6997eeaf5698665ec447e36a. [Reporting paper]() Recorded evaluation configuration: {"Loss":"standard Dice loss"}. This record does not assert independent reproduction. ### PraNet Dice Score: 0.5412. Result ID: 6997eeaf5698665ec447e368. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Loss":"standard Dice loss"}. This record does not assert independent reproduction. ### U-Net Dice Score: 0.5234. Result ID: 6997eeaf5698665ec447e364. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Loss":"standard Dice loss"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.