# Brain Tumor Segmentation on BraTS Enhancing 2020

Source: [Brain Tumor Segmentation on BraTS Enhancing 2020](<https://www.sota2.com/research/sota/brain-tumor-segmentation-on-brats-enhancing-2020>)

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

Data updated: 2026-03-04T09:24:22.259Z

Evaluation of brain tumor segmentation performance on the BraTS Enhancing 2020 dataset, reporting Dice coefficient 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 | Brain Tumor Segmentation |
| Dataset (including any stated split) | BraTS Enhancing 2020 |
| Metric | Dice Coefficient |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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 Coefficient](<https://www.sota2.com/research/sota/brain-tumor-segmentation-on-brats-enhancing-2020.md?metric=Dice%20Coefficient>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Dice Coefficient | Result date | Report paper |
| --- | --- | --- | --- |
| DC-Seg (MPNS) | 76.43 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| ShaSpec (MPNS) | 74.37 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| RobustSeg | 71.52 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| DC-Seg (MPNS) | 63.83 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| DC-Seg | 63.21 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| mmFormer | 63.19 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| M3AE | 61.7 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| RFNet | 61.47 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| ShaSpec (MPNS) | 60.22 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| ShaSpec | 60.09 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| RobustSeg | 55.49 | Not recorded | 69a66bbf2d603e6de3e3ca7d |

### DC-Seg (MPNS)

Dice Coefficient: 76.43. Result ID: 69a7f9436dbb7075b94d1314.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

Recorded evaluation configuration: {"FLAIR":"available","T1":"available","T1c":"available","T2":"available"}. This record does not assert independent reproduction.

### ShaSpec (MPNS)

Dice Coefficient: 74.37. Result ID: 69a7f9436dbb7075b94d1313.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

Recorded evaluation configuration: {"FLAIR":"available","T1":"available","T1c":"available","T2":"available"}. This record does not assert independent reproduction.

### RobustSeg

Dice Coefficient: 71.52. Result ID: 69a7f9436dbb7075b94d1312.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67171e209131cea14151.md>)

Recorded evaluation configuration: {"FLAIR":"available","T1":"available","T1c":"available","T2":"available"}. This record does not assert independent reproduction.

### DC-Seg (MPNS)

Dice Coefficient: 63.83. Result ID: 69a7f9436dbb7075b94d131c.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

Recorded evaluation configuration: {"Aggregation":"Average"}. This record does not assert independent reproduction.

### DC-Seg

Dice Coefficient: 63.21. Result ID: 69a7f9436dbb7075b94d131b.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78981e209131cea7932e.md>)

Recorded evaluation configuration: {"Aggregation":"Average"}. This record does not assert independent reproduction.

### mmFormer

Dice Coefficient: 63.19. Result ID: 69a7f9436dbb7075b94d1317.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d331e209131cea38549.md>)

[Implementation](<https://github.com/YaoZhang93/mmFormer>)

Recorded evaluation configuration: {"Aggregation":"Average"}. This record does not assert independent reproduction.

### M3AE

Dice Coefficient: 61.7. Result ID: 69a7f9436dbb7075b94d1318.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb31e209131cea4194e.md>)

Recorded evaluation configuration: {"Aggregation":"Average"}. This record does not assert independent reproduction.

### RFNet

Dice Coefficient: 61.47. Result ID: 69a7f9436dbb7075b94d1316.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

Recorded evaluation configuration: {"Aggregation":"Average"}. This record does not assert independent reproduction.

### ShaSpec (MPNS)

Dice Coefficient: 60.22. Result ID: 69a7f9436dbb7075b94d131a.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

Recorded evaluation configuration: {"Aggregation":"Average"}. This record does not assert independent reproduction.

### ShaSpec

Dice Coefficient: 60.09. Result ID: 69a7f9436dbb7075b94d1319.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73921e209131cea5d495.md>)

[Implementation](<https://github.com/billhhh/ShaSpec/>)

Recorded evaluation configuration: {"Aggregation":"Average"}. This record does not assert independent reproduction.

### RobustSeg

Dice Coefficient: 55.49. Result ID: 69a7f9436dbb7075b94d1315.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bbf2d603e6de3e3ca7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67171e209131cea14151.md>)

Recorded evaluation configuration: {"Aggregation":"Average"}. This record does not assert independent reproduction.

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