# Medical Referring Image Segmentation on QaTa-COV19 Source: [Medical Referring Image Segmentation on QaTa-COV19]() Collection index: [llms.txt]() Data updated: 2026-05-18T08:08:04.280Z Evaluation of medical referring image segmentation performance on the QaTa-COV19 dataset, reporting Dice and mIoU metrics. 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) | QaTa-COV19 | | Metric | Dice Score | | 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 Score](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | Dice Score | Result date | Report paper | | --- | --- | --- | --- | | Semi-MedRef | 91.39 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Semi-MedRef | 90.91 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | MMI-UNet | 90.88 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Semi-MedRef | 89.84 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | GuideDecoder | 89.78 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Semi-MedRef | 89.13 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | MMI-UNet | 88.72 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Semi-MedRef | 88.31 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | MMI-UNet | 87.35 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Semi-MedRef | 87.25 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Semi-MedRef | 87.12 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Textmatch | 86.21 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Semi-MedRef | 86.07 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | GuideDecoder | 85.03 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | MMI-UNet | 84.63 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | GuideDecoder | 84.23 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LViT | 83.66 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | Textmatch | 83.56 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | GuideDecoder | 80.44 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | SemiRES | 80.16 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LViT | 79.98 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LAVT | 79.28 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | SemiRES | 77.52 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | SemiRES | 77.4 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LViT | 77.24 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LAVT | 76.61 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | SemiRES | 75.33 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LViT | 75.23 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LAVT | 73.93 | Not recorded | 6a0a9ce1dbc836b87d82b25c | | LAVT | 69.25 | Not recorded | 6a0a9ce1dbc836b87d82b25c | ### Semi-MedRef Dice Score: 91.39. Result ID: 6a0ac7ea47f34ce924f0bae8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MMI-UNet","Label Ratio":"100%"}. This record does not assert independent reproduction. ### Semi-MedRef Dice Score: 90.91. Result ID: 6a0ac7ea47f34ce924f0bae4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GuideDecoder","Label Ratio":"100%"}. This record does not assert independent reproduction. ### MMI-UNet Dice Score: 90.88. Result ID: 6a0ac7ea47f34ce924f0bae0. [Reporting paper]() Recorded evaluation configuration: {"Label Ratio":"100%"}. This record does not assert independent reproduction. ### Semi-MedRef Dice Score: 89.84. Result ID: 6a0ac7ea47f34ce924f0bae7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MMI-UNet","Label Ratio":"15%"}. This record does not assert independent reproduction. ### GuideDecoder Dice Score: 89.78. Result ID: 6a0ac7ea47f34ce924f0badc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"100%"}. This record does not assert independent reproduction. ### Semi-MedRef Dice Score: 89.13. Result ID: 6a0ac7ea47f34ce924f0bae3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GuideDecoder","Label Ratio":"15%"}. This record does not assert independent reproduction. ### MMI-UNet Dice Score: 88.72. Result ID: 6a0ac7ea47f34ce924f0badf. [Reporting paper]() Recorded evaluation configuration: {"Label Ratio":"15%"}. This record does not assert independent reproduction. ### Semi-MedRef Dice Score: 88.31. Result ID: 6a0ac7ea47f34ce924f0bae6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MMI-UNet","Label Ratio":"5%"}. This record does not assert independent reproduction. ### MMI-UNet Dice Score: 87.35. Result ID: 6a0ac7ea47f34ce924f0bade. [Reporting paper]() Recorded evaluation configuration: {"Label Ratio":"5%"}. This record does not assert independent reproduction. ### Semi-MedRef Dice Score: 87.25. Result ID: 6a0ac7ea47f34ce924f0bae5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MMI-UNet","Label Ratio":"2%"}. This record does not assert independent reproduction. ### Semi-MedRef Dice Score: 87.12. Result ID: 6a0ac7ea47f34ce924f0bae2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GuideDecoder","Label Ratio":"5%"}. This record does not assert independent reproduction. ### Textmatch Dice Score: 86.21. Result ID: 6a0ac7ea47f34ce924f0bad8. [Reporting paper]() Recorded evaluation configuration: {"Label Ratio":"15%"}. This record does not assert independent reproduction. ### Semi-MedRef Dice Score: 86.07. Result ID: 6a0ac7ea47f34ce924f0bae1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GuideDecoder","Label Ratio":"2%"}. This record does not assert independent reproduction. ### GuideDecoder Dice Score: 85.03. Result ID: 6a0ac7ea47f34ce924f0badb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"15%"}. This record does not assert independent reproduction. ### MMI-UNet Dice Score: 84.63. Result ID: 6a0ac7ea47f34ce924f0badd. [Reporting paper]() Recorded evaluation configuration: {"Label Ratio":"2%"}. This record does not assert independent reproduction. ### GuideDecoder Dice Score: 84.23. Result ID: 6a0ac7ea47f34ce924f0bada. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"5%"}. This record does not assert independent reproduction. ### LViT Dice Score: 83.66. Result ID: 6a0ac7ea47f34ce924f0bad6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"100%"}. This record does not assert independent reproduction. ### Textmatch Dice Score: 83.56. Result ID: 6a0ac7ea47f34ce924f0bad7. [Reporting paper]() Recorded evaluation configuration: {"Label Ratio":"5%"}. This record does not assert independent reproduction. ### GuideDecoder Dice Score: 80.44. Result ID: 6a0ac7ea47f34ce924f0bad9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"2%"}. This record does not assert independent reproduction. ### SemiRES Dice Score: 80.16. Result ID: 6a0ac7ea47f34ce924f0bad2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Ratio":"100%"}. This record does not assert independent reproduction. ### LViT Dice Score: 79.98. Result ID: 6a0ac7ea47f34ce924f0bad5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"15%"}. This record does not assert independent reproduction. ### LAVT Dice Score: 79.28. Result ID: 6a0ac7ea47f34ce924f0bace. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"100%"}. This record does not assert independent reproduction. ### SemiRES Dice Score: 77.52. Result ID: 6a0ac7ea47f34ce924f0bad1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Ratio":"15%"}. This record does not assert independent reproduction. ### SemiRES Dice Score: 77.4. Result ID: 6a0ac7ea47f34ce924f0bad0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Ratio":"5%"}. This record does not assert independent reproduction. ### LViT Dice Score: 77.24. Result ID: 6a0ac7ea47f34ce924f0bad4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"5%"}. This record does not assert independent reproduction. ### LAVT Dice Score: 76.61. Result ID: 6a0ac7ea47f34ce924f0bacd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"15%"}. This record does not assert independent reproduction. ### SemiRES Dice Score: 75.33. Result ID: 6a0ac7ea47f34ce924f0bacf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Ratio":"2%"}. This record does not assert independent reproduction. ### LViT Dice Score: 75.23. Result ID: 6a0ac7ea47f34ce924f0bad3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"2%"}. This record does not assert independent reproduction. ### LAVT Dice Score: 73.93. Result ID: 6a0ac7ea47f34ce924f0bacc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Label Ratio":"5%"}. This record does not assert independent reproduction. ### LAVT Dice Score: 69.25. Result ID: 6a0ac7ea47f34ce924f0bacb. [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.