# Medical Referring Image Segmentation on MosMedData+ Source: [Medical Referring Image Segmentation on MosMedData+]() Collection index: [llms.txt]() Data updated: 2026-05-18T08:08:04.316Z Evaluation of medical image segmentation performance requiring referring context on the MosMedData+ dataset, reporting Dice Similarity Coefficient (Dice) and mean Intersection over Union (mIoU). 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 Image Segmentation | | Dataset (including any stated split) | MosMedData+ | | Metric | Dice | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | Dice | Result date | Report paper | | --- | --- | --- | --- | | Semi-MedRef | 78.7 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | MMI-UNet | 78.42 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Semi-MedRef | 77.94 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | GuideDecoder | 77.75 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Semi-MedRef | 76.42 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Textmatch | 75.73 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Semi-MedRef | 74.7 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LViT | 74.57 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Semi-MedRef | 74.51 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | SemiRES | 74.4 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | MMI-UNet | 74 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LAVT | 73.29 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Semi-MedRef | 73.11 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | GuideDecoder | 73.1 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Semi-MedRef | 72.87 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Textmatch | 72.46 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | MMI-UNet | 72.26 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LViT | 71.45 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | GuideDecoder | 71.21 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Semi-MedRef | 71.16 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | SemiRES | 71.03 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LAVT | 69.75 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | SemiRES | 68.64 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LViT | 68.61 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | MMI-UNet | 68.23 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LAVT | 67.54 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | GuideDecoder | 66.34 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LViT | 64.19 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | SemiRES | 61.9 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LAVT | 58.44 | Not recorded | 6a0a9ce1dbc836b87d82b25c | ### Semi-MedRef Dice: 78.7. Result ID: 6a0ac7ea47f34ce924f0bb06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MMI-UNet","Label Ratio":"100%"}. This record does not assert independent reproduction. ### MMI-UNet Dice: 78.42. Result ID: 6a0ac7ea47f34ce924f0bafe. [Reporting paper]() Recorded evaluation configuration: {"Label Ratio":"100%"}. This record does not assert independent reproduction. ### Semi-MedRef Dice: 77.94. Result ID: 6a0ac7ea47f34ce924f0bb02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GuideDecoder","Label Ratio":"100%"}. This record does not assert independent reproduction. ### GuideDecoder Dice: 77.75. Result ID: 6a0ac7ea47f34ce924f0bafa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"100%"}. This record does not assert independent reproduction. ### Semi-MedRef Dice: 76.42. Result ID: 6a0ac7ea47f34ce924f0bb05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MMI-UNet","Label Ratio":"15%"}. This record does not assert independent reproduction. ### Textmatch Dice: 75.73. Result ID: 6a0ac7ea47f34ce924f0baf6. [Reporting paper]() Recorded evaluation configuration: {"Label Ratio":"15%"}. This record does not assert independent reproduction. ### Semi-MedRef Dice: 74.7. Result ID: 6a0ac7ea47f34ce924f0bb01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GuideDecoder","Label Ratio":"15%"}. This record does not assert independent reproduction. ### LViT Dice: 74.57. Result ID: 6a0ac7ea47f34ce924f0baf4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"100%"}. This record does not assert independent reproduction. ### Semi-MedRef Dice: 74.51. Result ID: 6a0ac7ea47f34ce924f0bb04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MMI-UNet","Label Ratio":"5%"}. This record does not assert independent reproduction. ### SemiRES Dice: 74.4. Result ID: 6a0ac7ea47f34ce924f0baf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Ratio":"100%"}. This record does not assert independent reproduction. ### MMI-UNet Dice: 74. Result ID: 6a0ac7ea47f34ce924f0bafd. [Reporting paper]() Recorded evaluation configuration: {"Label Ratio":"15%"}. This record does not assert independent reproduction. ### LAVT Dice: 73.29. Result ID: 6a0ac7ea47f34ce924f0baec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"100%"}. This record does not assert independent reproduction. ### Semi-MedRef Dice: 73.11. Result ID: 6a0ac7ea47f34ce924f0bb00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GuideDecoder","Label Ratio":"5%"}. This record does not assert independent reproduction. ### GuideDecoder Dice: 73.1. Result ID: 6a0ac7ea47f34ce924f0baf9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"15%"}. This record does not assert independent reproduction. ### Semi-MedRef Dice: 72.87. Result ID: 6a0ac7ea47f34ce924f0baff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GuideDecoder","Label Ratio":"2%"}. This record does not assert independent reproduction. ### Textmatch Dice: 72.46. Result ID: 6a0ac7ea47f34ce924f0baf5. [Reporting paper]() Recorded evaluation configuration: {"Label Ratio":"5%"}. This record does not assert independent reproduction. ### MMI-UNet Dice: 72.26. Result ID: 6a0ac7ea47f34ce924f0bafc. [Reporting paper]() Recorded evaluation configuration: {"Label Ratio":"5%"}. This record does not assert independent reproduction. ### LViT Dice: 71.45. Result ID: 6a0ac7ea47f34ce924f0baf3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"15%"}. This record does not assert independent reproduction. ### GuideDecoder Dice: 71.21. Result ID: 6a0ac7ea47f34ce924f0baf8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"5%"}. This record does not assert independent reproduction. ### Semi-MedRef Dice: 71.16. Result ID: 6a0ac7ea47f34ce924f0bb03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MMI-UNet","Label Ratio":"2%"}. This record does not assert independent reproduction. ### SemiRES Dice: 71.03. Result ID: 6a0ac7ea47f34ce924f0baef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Ratio":"15%"}. This record does not assert independent reproduction. ### LAVT Dice: 69.75. Result ID: 6a0ac7ea47f34ce924f0baeb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"15%"}. This record does not assert independent reproduction. ### SemiRES Dice: 68.64. Result ID: 6a0ac7ea47f34ce924f0baee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Ratio":"5%"}. This record does not assert independent reproduction. ### LViT Dice: 68.61. Result ID: 6a0ac7ea47f34ce924f0baf2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"5%"}. This record does not assert independent reproduction. ### MMI-UNet Dice: 68.23. Result ID: 6a0ac7ea47f34ce924f0bafb. [Reporting paper]() Recorded evaluation configuration: {"Label Ratio":"2%"}. This record does not assert independent reproduction. ### LAVT Dice: 67.54. Result ID: 6a0ac7ea47f34ce924f0baea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"5%"}. This record does not assert independent reproduction. ### GuideDecoder Dice: 66.34. Result ID: 6a0ac7ea47f34ce924f0baf7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"2%"}. This record does not assert independent reproduction. ### LViT Dice: 64.19. Result ID: 6a0ac7ea47f34ce924f0baf1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"2%"}. This record does not assert independent reproduction. ### SemiRES Dice: 61.9. Result ID: 6a0ac7ea47f34ce924f0baed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Ratio":"2%"}. This record does not assert independent reproduction. ### LAVT Dice: 58.44. Result ID: 6a0ac7ea47f34ce924f0bae9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"2%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.