# Medical Image Segmentation on BraTS-PED

Source: [Medical Image Segmentation on BraTS-PED](<https://www.sota2.com/research/sota/medical-image-segmentation-on-brats-ped>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-17T10:30:55.340Z

Evaluation of medical image segmentation performance on the BraTS-PED dataset, reporting Dice, Jaccard (IoU), 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) | BraTS-PED |
| Metric | Dice Score |
| 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 Score](<https://www.sota2.com/research/sota/medical-image-segmentation-on-brats-ped.md?metric=Dice%20Score>): Higher is better; unit: PERCENT.

- [Jaccard Index (IoU)](<https://www.sota2.com/research/sota/medical-image-segmentation-on-brats-ped.md?metric=Jaccard%20Index%20(IoU)>): Higher is better; unit: PERCENT.

- [Average Surface Distance (ASD)](<https://www.sota2.com/research/sota/medical-image-segmentation-on-brats-ped.md?metric=Average%20Surface%20Distance%20(ASD)>): Lower is better; unit: SCALAR.

- [Hausdorff Distance 95% (HD95)](<https://www.sota2.com/research/sota/medical-image-segmentation-on-brats-ped.md?metric=Hausdorff%20Distance%2095%25%20(HD95)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Dice Score | Result date | Report paper |
| --- | --- | --- | --- |
| EviATTA | 90.81 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| EviATTA | 90.4 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| EviATTA | 90.35 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| SimATTA | 89.76 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| EATTA | 89.2 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| Entropy | 89.1 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| Entropy | 88.96 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| Random | 88.71 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| EATTA | 88.6 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| Entropy | 88.45 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| EATTA | 88.31 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| SimATTA | 87.3 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| SimATTA | 86.94 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| COME | 86.71 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| Random | 86.4 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| Random | 86.4 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| COME | 86.35 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| TENT | 86.3 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| TENT | 86.03 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| CoTTA | 86.01 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| CoTTA | 85.87 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| SAR | 85.44 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| SAR | 85.36 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| SAM-Med2D | 84.84 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| SAM-Med2D | 84.84 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| GraTa | 84.24 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| GraTa | 84.02 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| SPA | 83.6 | Not recorded | 69b8e0200636e5bf4afbebd7 |
| SPA | 83.48 | Not recorded | 69b8e0200636e5bf4afbebd7 |

### EviATTA

Dice Score: 90.81. Result ID: 69b92d2d47f34ce924a28974.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction.

### EviATTA

Dice Score: 90.4. Result ID: 69b92d2d47f34ce924a2896f.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction.

### EviATTA

Dice Score: 90.35. Result ID: 69b92d2d47f34ce924a28922.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction.

### SimATTA

Dice Score: 89.76. Result ID: 69b92d2d47f34ce924a28920.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cd1e209131cea588df.md>)

Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction.

### EATTA

Dice Score: 89.2. Result ID: 69b92d2d47f34ce924a28921.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c1d.md>)

Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction.

### Entropy

Dice Score: 89.1. Result ID: 69b92d2d47f34ce924a2891f.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction.

### Entropy

Dice Score: 88.96. Result ID: 69b92d2d47f34ce924a28971.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction.

### Random

Dice Score: 88.71. Result ID: 69b92d2d47f34ce924a2891e.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

Recorded evaluation configuration: {"Type":"ATTA","Setting":"instance-wise"}. This record does not assert independent reproduction.

### EATTA

Dice Score: 88.6. Result ID: 69b92d2d47f34ce924a28973.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c1d.md>)

Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction.

### Entropy

Dice Score: 88.45. Result ID: 69b92d2d47f34ce924a2896c.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction.

### EATTA

Dice Score: 88.31. Result ID: 69b92d2d47f34ce924a2896e.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c1d.md>)

Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction.

### SimATTA

Dice Score: 87.3. Result ID: 69b92d2d47f34ce924a28972.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cd1e209131cea588df.md>)

Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction.

### SimATTA

Dice Score: 86.94. Result ID: 69b92d2d47f34ce924a2896d.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cd1e209131cea588df.md>)

Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction.

### COME

Dice Score: 86.71. Result ID: 69b92d2d47f34ce924a2891c.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75331e209131cea665c8.md>)

Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction.

### Random

Dice Score: 86.4. Result ID: 69b92d2d47f34ce924a2896b.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"10%"}. This record does not assert independent reproduction.

### Random

Dice Score: 86.4. Result ID: 69b92d2d47f34ce924a28970.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

Recorded evaluation configuration: {"Type":"ATTA","Annotation Budget":"20%"}. This record does not assert independent reproduction.

### COME

Dice Score: 86.35. Result ID: 69b92d2d47f34ce924a28969.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75331e209131cea665c8.md>)

Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction.

### TENT

Dice Score: 86.3. Result ID: 69b92d2d47f34ce924a28965.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction.

### TENT

Dice Score: 86.03. Result ID: 69b92d2d47f34ce924a28918.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction.

### CoTTA

Dice Score: 86.01. Result ID: 69b92d2d47f34ce924a28919.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c191e209131cea32283.md>)

[Implementation](<https://qin.ee/cotta>)

Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction.

### CoTTA

Dice Score: 85.87. Result ID: 69b92d2d47f34ce924a28966.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c191e209131cea32283.md>)

[Implementation](<https://qin.ee/cotta>)

Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction.

### SAR

Dice Score: 85.44. Result ID: 69b92d2d47f34ce924a2891a.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e77.md>)

Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction.

### SAR

Dice Score: 85.36. Result ID: 69b92d2d47f34ce924a28967.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e77.md>)

Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction.

### SAM-Med2D

Dice Score: 84.84. Result ID: 69b92d2d47f34ce924a28917.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70711e209131cea4b050.md>)

Recorded evaluation configuration: {"Type":"Zero-shot","Setting":"instance-wise"}. This record does not assert independent reproduction.

### SAM-Med2D

Dice Score: 84.84. Result ID: 69b92d2d47f34ce924a28964.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70711e209131cea4b050.md>)

Recorded evaluation configuration: {"Type":"Zero-shot"}. This record does not assert independent reproduction.

### GraTa

Dice Score: 84.24. Result ID: 69b92d2d47f34ce924a2891b.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76691e209131cea6ccad.md>)

Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction.

### GraTa

Dice Score: 84.02. Result ID: 69b92d2d47f34ce924a28968.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76691e209131cea6ccad.md>)

Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction.

### SPA

Dice Score: 83.6. Result ID: 69b92d2d47f34ce924a2896a.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77f51e209131cea76397.md>)

Recorded evaluation configuration: {"Type":"TTA"}. This record does not assert independent reproduction.

### SPA

Dice Score: 83.48. Result ID: 69b92d2d47f34ce924a2891d.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0200636e5bf4afbebd7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77f51e209131cea76397.md>)

Recorded evaluation configuration: {"Type":"TTA","Setting":"instance-wise"}. This record does not assert independent reproduction.

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