# Medical Image Segmentation on PANTHER Source: [Medical Image Segmentation on PANTHER]() Collection index: [llms.txt]() Data updated: 2026-03-17T10:30:55.421Z Evaluation of Medical Image Segmentation performance on the PANTHER dataset, reporting Dice, Jaccard, ASD, and HD95 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 Image Segmentation | | Dataset (including any stated split) | PANTHER | | 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 | 81.13 | Not recorded | 69b8e0200636e5bf4afbebd7 | | EviATTA | 80.97 | Not recorded | 69b8e0200636e5bf4afbebd7 | | Entropy | 80.62 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SimATTA | 80.25 | Not recorded | 69b8e0200636e5bf4afbebd7 | | EviATTA | 80.14 | Not recorded | 69b8e0200636e5bf4afbebd7 | | EATTA | 79.62 | Not recorded | 69b8e0200636e5bf4afbebd7 | | Random | 79.29 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SimATTA | 78.25 | Not recorded | 69b8e0200636e5bf4afbebd7 | | Random | 77.92 | Not recorded | 69b8e0200636e5bf4afbebd7 | | Entropy | 77.91 | Not recorded | 69b8e0200636e5bf4afbebd7 | | Random | 77.59 | Not recorded | 69b8e0200636e5bf4afbebd7 | | Entropy | 76.73 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SimATTA | 76.65 | Not recorded | 69b8e0200636e5bf4afbebd7 | | EATTA | 75.88 | Not recorded | 69b8e0200636e5bf4afbebd7 | | CoTTA | 75.78 | Not recorded | 69b8e0200636e5bf4afbebd7 | | CoTTA | 75.62 | Not recorded | 69b8e0200636e5bf4afbebd7 | | GraTa | 75.25 | Not recorded | 69b8e0200636e5bf4afbebd7 | | EATTA | 75.01 | Not recorded | 69b8e0200636e5bf4afbebd7 | | COME | 73.92 | Not recorded | 69b8e0200636e5bf4afbebd7 | | COME | 73.88 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SAM-Med2D | 73.79 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SAM-Med2D | 73.79 | Not recorded | 69b8e0200636e5bf4afbebd7 | | GraTa | 72.74 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SPA | 72.6 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SPA | 72.03 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SAR | 69.41 | Not recorded | 69b8e0200636e5bf4afbebd7 | | TENT | 69.33 | Not recorded | 69b8e0200636e5bf4afbebd7 | | TENT | 66.48 | Not recorded | 69b8e0200636e5bf4afbebd7 | | SAR | 66.36 | Not recorded | 69b8e0200636e5bf4afbebd7 | ### EviATTA Dice: 81.13. Result ID: 69b92d2d47f34ce924a289b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction. ### EviATTA Dice: 80.97. Result ID: 69b92d2d47f34ce924a28952. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### Entropy Dice: 80.62. Result ID: 69b92d2d47f34ce924a2894f. [Reporting paper]() Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### SimATTA Dice: 80.25. Result ID: 69b92d2d47f34ce924a28950. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### EviATTA Dice: 80.14. Result ID: 69b92d2d47f34ce924a289b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction. ### EATTA Dice: 79.62. Result ID: 69b92d2d47f34ce924a28951. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### Random Dice: 79.29. Result ID: 69b92d2d47f34ce924a2894e. [Reporting paper]() Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### SimATTA Dice: 78.25. Result ID: 69b92d2d47f34ce924a289b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction. ### Random Dice: 77.92. Result ID: 69b92d2d47f34ce924a289b4. [Reporting paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction. ### Entropy Dice: 77.91. Result ID: 69b92d2d47f34ce924a289b5. [Reporting paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction. ### Random Dice: 77.59. Result ID: 69b92d2d47f34ce924a289af. [Reporting paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction. ### Entropy Dice: 76.73. Result ID: 69b92d2d47f34ce924a289b0. [Reporting paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction. ### SimATTA Dice: 76.65. Result ID: 69b92d2d47f34ce924a289b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction. ### EATTA Dice: 75.88. Result ID: 69b92d2d47f34ce924a289b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction. ### CoTTA Dice: 75.78. Result ID: 69b92d2d47f34ce924a289aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction. ### CoTTA Dice: 75.62. Result ID: 69b92d2d47f34ce924a28949. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### GraTa Dice: 75.25. Result ID: 69b92d2d47f34ce924a289ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction. ### EATTA Dice: 75.01. Result ID: 69b92d2d47f34ce924a289b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction. ### COME Dice: 73.92. Result ID: 69b92d2d47f34ce924a289ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction. ### COME Dice: 73.88. Result ID: 69b92d2d47f34ce924a2894c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### SAM-Med2D Dice: 73.79. Result ID: 69b92d2d47f34ce924a28947. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Zero-shot","Setting":"instance-wise"}. This record does not assert independent reproduction. ### SAM-Med2D Dice: 73.79. Result ID: 69b92d2d47f34ce924a289a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Zero-shot"}. This record does not assert independent reproduction. ### GraTa Dice: 72.74. Result ID: 69b92d2d47f34ce924a2894b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### SPA Dice: 72.6. Result ID: 69b92d2d47f34ce924a2894d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### SPA Dice: 72.03. Result ID: 69b92d2d47f34ce924a289ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction. ### SAR Dice: 69.41. Result ID: 69b92d2d47f34ce924a289ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction. ### TENT Dice: 69.33. Result ID: 69b92d2d47f34ce924a289a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction. ### TENT Dice: 66.48. Result ID: 69b92d2d47f34ce924a28948. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction. ### SAR Dice: 66.36. Result ID: 69b92d2d47f34ce924a2894a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.