# Medical Image Segmentation on FHPsAOP Source: [Medical Image Segmentation on FHPsAOP]() Collection index: [llms.txt]() Data updated: 2026-03-17T10:30:55.371Z Evaluation of medical image segmentation performance using the FHPsAOP dataset, reporting Dice, Jaccard, Average Surface Distance (ASD), and Hausdorff Distance 95% (HD95). 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) | FHPsAOP | | Metric | Dice | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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. - [Jaccard](): Higher is better; unit: PERCENT. - [ASD](): Lower is better; unit: SCALAR. - [HD95](): Lower is better; unit: SCALAR. ## Recorded results | Method | Dice | Result date | Report paper | | --- | --- | --- | --- | | EviATTA | 91.43 | Not recorded | 69b8e0200636e5bf4afbebd7 | | EviATTA | 90.97 | Not recorded | 69b8e0200636e5bf4afbebd7 | | EviATTA | 90.39 | Not recorded | 69b8e0200636e5bf4afbebd7 | | Random | 86.61 | Not recorded | 69b8e0200636e5bf4afbebd7 | | Entropy | 83.93 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SimATTA | 83.35 | Not recorded | 69b8e0200636e5bf4afbebd7 | | EATTA | 82.19 | Not recorded | 69b8e0200636e5bf4afbebd7 | | Entropy | 78.9 | Not recorded | 69b8e0200636e5bf4afbebd7 | | Random | 78.74 | Not recorded | 69b8e0200636e5bf4afbebd7 | | Entropy | 78.3 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SimATTA | 78.02 | Not recorded | 69b8e0200636e5bf4afbebd7 | | Random | 78.01 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SimATTA | 77.16 | Not recorded | 69b8e0200636e5bf4afbebd7 | | GraTa | 75.92 | Not recorded | 69b8e0200636e5bf4afbebd7 | | COME | 75.88 | Not recorded | 69b8e0200636e5bf4afbebd7 | | COME | 75.52 | Not recorded | 69b8e0200636e5bf4afbebd7 | | EATTA | 74.96 | Not recorded | 69b8e0200636e5bf4afbebd7 | | CoTTA | 74.19 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SAM-Med2D | 73.87 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SAM-Med2D | 73.87 | Not recorded | 69b8e0200636e5bf4afbebd7 | | EATTA | 73.03 | Not recorded | 69b8e0200636e5bf4afbebd7 | | CoTTA | 72.06 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SPA | 72.03 | Not recorded | 69b8e0200636e5bf4afbebd7 | | GraTa | 70.62 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SAR | 68.42 | Not recorded | 69b8e0200636e5bf4afbebd7 | | TENT | 67.66 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SAR | 65.8 | Not recorded | 69b8e0200636e5bf4afbebd7 | | TENT | 65.48 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SPA | 63.34 | Not recorded | 69b8e0200636e5bf4afbebd7 | ### EviATTA Dice: 91.43. Result ID: 69b92d2d47f34ce924a2892e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### EviATTA Dice: 90.97. Result ID: 69b92d2d47f34ce924a28985. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction. ### EviATTA Dice: 90.39. Result ID: 69b92d2d47f34ce924a28980. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction. ### Random Dice: 86.61. Result ID: 69b92d2d47f34ce924a2892a. [Reporting paper]() Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### Entropy Dice: 83.93. Result ID: 69b92d2d47f34ce924a2892b. [Reporting paper]() Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### SimATTA Dice: 83.35. Result ID: 69b92d2d47f34ce924a2892c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### EATTA Dice: 82.19. Result ID: 69b92d2d47f34ce924a2892d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### Entropy Dice: 78.9. Result ID: 69b92d2d47f34ce924a2897d. [Reporting paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction. ### Random Dice: 78.74. Result ID: 69b92d2d47f34ce924a28981. [Reporting paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction. ### Entropy Dice: 78.3. Result ID: 69b92d2d47f34ce924a28982. [Reporting paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction. ### SimATTA Dice: 78.02. Result ID: 69b92d2d47f34ce924a28983. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction. ### Random Dice: 78.01. Result ID: 69b92d2d47f34ce924a2897c. [Reporting paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction. ### SimATTA Dice: 77.16. Result ID: 69b92d2d47f34ce924a2897e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction. ### GraTa Dice: 75.92. Result ID: 69b92d2d47f34ce924a28979. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction. ### COME Dice: 75.88. Result ID: 69b92d2d47f34ce924a28928. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### COME Dice: 75.52. Result ID: 69b92d2d47f34ce924a2897a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction. ### EATTA Dice: 74.96. Result ID: 69b92d2d47f34ce924a28984. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction. ### CoTTA Dice: 74.19. Result ID: 69b92d2d47f34ce924a28977. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction. ### SAM-Med2D Dice: 73.87. Result ID: 69b92d2d47f34ce924a28923. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Zero-shot","Setting":"instance-wise"}. This record does not assert independent reproduction. ### SAM-Med2D Dice: 73.87. Result ID: 69b92d2d47f34ce924a28975. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Zero-shot"}. This record does not assert independent reproduction. ### EATTA Dice: 73.03. Result ID: 69b92d2d47f34ce924a2897f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction. ### CoTTA Dice: 72.06. Result ID: 69b92d2d47f34ce924a28925. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### SPA Dice: 72.03. Result ID: 69b92d2d47f34ce924a28929. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### GraTa Dice: 70.62. Result ID: 69b92d2d47f34ce924a28927. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### SAR Dice: 68.42. Result ID: 69b92d2d47f34ce924a28978. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction. ### TENT Dice: 67.66. Result ID: 69b92d2d47f34ce924a28976. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction. ### SAR Dice: 65.8. Result ID: 69b92d2d47f34ce924a28926. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### TENT Dice: 65.48. Result ID: 69b92d2d47f34ce924a28924. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### SPA Dice: 63.34. Result ID: 69b92d2d47f34ce924a2897b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.