# Brain Tumor Segmentation on BraTS Whole 2020

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

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

Data updated: 2026-03-04T09:24:22.200Z

Evaluation of brain tumor segmentation performance on the BraTS Whole 2020 dataset, reporting the Dice coefficient.

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 Whole 2020 |
| Metric | Dice Coefficient |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 26 of 26 |
| 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-whole-2020.md?metric=Dice%20Coefficient>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Dice Coefficient | Result date | Report paper |
| --- | --- | --- | --- |
| DC-Seg (MPNS) | 90.94 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| ShaSpec (MPNS) | 90.91 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| DC-Seg (MPNS) | 87.44 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| DC-Seg | 87.25 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| RFNet | 86.98 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| M3AE | 86.9 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| mmFormer | 86.49 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| ShaSpec (MPNS) | 86.41 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| ShaSpec | 86.39 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| M3AE | 86.1 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| RFNet | 86.05 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| mmFormer | 85.51 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| DC-Seg | 85.16 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| DC-Seg (MPNS) | 85.09 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| RobustSeg | 84.17 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| ShaSpec | 83.98 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| ShaSpec (MPNS) | 83.86 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| RobustSeg | 82.2 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| DC-Seg (MPNS) | 79.45 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| M3AE | 78.9 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| DC-Seg | 78.57 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| mmFormer | 78.04 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| ShaSpec (MPNS) | 76.91 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| RFNet | 76.77 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| ShaSpec | 76.18 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| RobustSeg | 71.39 | Not recorded | 69a66bbf2d603e6de3e3ca7d |

### DC-Seg (MPNS)

Dice Coefficient: 90.94. Result ID: 69a7f9436dbb7075b94d12fe.

[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: 90.91. Result ID: 69a7f9436dbb7075b94d12fd.

[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.

### DC-Seg (MPNS)

Dice Coefficient: 87.44. Result ID: 69a7f9436dbb7075b94d1306.

[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: 87.25. Result ID: 69a7f9436dbb7075b94d1305.

[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.

### RFNet

Dice Coefficient: 86.98. Result ID: 69a7f9436dbb7075b94d1300.

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

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

### M3AE

Dice Coefficient: 86.9. Result ID: 69a7f9436dbb7075b94d1302.

[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.

### mmFormer

Dice Coefficient: 86.49. Result ID: 69a7f9436dbb7075b94d1301.

[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.

### ShaSpec (MPNS)

Dice Coefficient: 86.41. Result ID: 69a7f9436dbb7075b94d1304.

[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: 86.39. Result ID: 69a7f9436dbb7075b94d1303.

[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.

### M3AE

Dice Coefficient: 86.1. Result ID: 69a7f9436dbb7075b94d12f0.

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

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

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

### RFNet

Dice Coefficient: 86.05. Result ID: 69a7f9436dbb7075b94d12ee.

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

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

### mmFormer

Dice Coefficient: 85.51. Result ID: 69a7f9436dbb7075b94d12ef.

[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: {"FLAIR":"missing","T1":"missing","T1c":"missing","T2":"available"}. This record does not assert independent reproduction.

### DC-Seg

Dice Coefficient: 85.16. Result ID: 69a7f9436dbb7075b94d12f3.

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

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

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

### DC-Seg (MPNS)

Dice Coefficient: 85.09. Result ID: 69a7f9436dbb7075b94d12f4.

[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":"missing","T1":"missing","T1c":"missing","T2":"available"}. This record does not assert independent reproduction.

### RobustSeg

Dice Coefficient: 84.17. Result ID: 69a7f9436dbb7075b94d12ff.

[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.

### ShaSpec

Dice Coefficient: 83.98. Result ID: 69a7f9436dbb7075b94d12f1.

[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: {"FLAIR":"missing","T1":"missing","T1c":"missing","T2":"available"}. This record does not assert independent reproduction.

### ShaSpec (MPNS)

Dice Coefficient: 83.86. Result ID: 69a7f9436dbb7075b94d12f2.

[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":"missing","T1":"missing","T1c":"missing","T2":"available"}. This record does not assert independent reproduction.

### RobustSeg

Dice Coefficient: 82.2. Result ID: 69a7f9436dbb7075b94d12ed.

[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":"missing","T1":"missing","T1c":"missing","T2":"available"}. This record does not assert independent reproduction.

### DC-Seg (MPNS)

Dice Coefficient: 79.45. Result ID: 69a7f9436dbb7075b94d12fc.

[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":"missing","T1":"missing","T1c":"available","T2":"missing"}. This record does not assert independent reproduction.

### M3AE

Dice Coefficient: 78.9. Result ID: 69a7f9436dbb7075b94d12f8.

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

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

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

### DC-Seg

Dice Coefficient: 78.57. Result ID: 69a7f9436dbb7075b94d12fb.

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

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

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

### mmFormer

Dice Coefficient: 78.04. Result ID: 69a7f9436dbb7075b94d12f7.

[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: {"FLAIR":"missing","T1":"missing","T1c":"available","T2":"missing"}. This record does not assert independent reproduction.

### ShaSpec (MPNS)

Dice Coefficient: 76.91. Result ID: 69a7f9436dbb7075b94d12fa.

[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":"missing","T1":"missing","T1c":"available","T2":"missing"}. This record does not assert independent reproduction.

### RFNet

Dice Coefficient: 76.77. Result ID: 69a7f9436dbb7075b94d12f6.

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

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

### ShaSpec

Dice Coefficient: 76.18. Result ID: 69a7f9436dbb7075b94d12f9.

[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: {"FLAIR":"missing","T1":"missing","T1c":"available","T2":"missing"}. This record does not assert independent reproduction.

### RobustSeg

Dice Coefficient: 71.39. Result ID: 69a7f9436dbb7075b94d12f5.

[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":"missing","T1":"missing","T1c":"available","T2":"missing"}. This record does not assert independent reproduction.

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