# Medical Referring Segmentation on MR-MedSeg (val) Source: [Medical Referring Segmentation on MR-MedSeg (val)]() Collection index: [llms.txt]() Data updated: 2026-03-11T06:44:08.741Z Evaluation of Medical Referring Segmentation performance on the validation split of the MR-MedSeg dataset, reporting Dice, gIoU, and cIoU scores. 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 Referring Segmentation | | Dataset (including any stated split) | MR-MedSeg (val) | | Metric | Dice Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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: PERCENT. - [gIoU](): Higher is better; unit: PERCENT. - [cIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | Dice Score | Result date | Report paper | | --- | --- | --- | --- | | MediRound | 62.1 | Not recorded | 691bfdf46750be83fe5ceb61 | | MediSee | 61.2 | Not recorded | 691bfdf46750be83fe5ceb61 | | MediRound + READ | 60.7 | Not recorded | 691bfdf46750be83fe5ceb61 | | IMIS-Net | 41.3 | Not recorded | 691bfdf46750be83fe5ceb61 | | MedPLIB | 40.6 | Not recorded | 691bfdf46750be83fe5ceb61 | | BiomedParse | 24.9 | Not recorded | 691bfdf46750be83fe5ceb61 | | Grounding DINO + MedSAM | 18.5 | Not recorded | 691bfdf46750be83fe5ceb61 | | Grounding DINO + SAM-Med2D | 18.4 | Not recorded | 691bfdf46750be83fe5ceb61 | ### MediRound Dice Score: 62.1. Result ID: 69b10f216dbb7075b95acf28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MediSee Dice Score: 61.2. Result ID: 69b10f216dbb7075b95acf26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MediRound + READ Dice Score: 60.7. Result ID: 69b10f216dbb7075b95acf27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IMIS-Net Dice Score: 41.3. Result ID: 69b10f216dbb7075b95acf25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedPLIB Dice Score: 40.6. Result ID: 69b10f216dbb7075b95acf24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiomedParse Dice Score: 24.9. Result ID: 69b10f216dbb7075b95acf23. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Grounding DINO + MedSAM Dice Score: 18.5. Result ID: 69b10f216dbb7075b95acf22. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Grounding DINO + SAM-Med2D Dice Score: 18.4. Result ID: 69b10f216dbb7075b95acf21. [Reporting paper]() 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.