# Brain Tumor Segmentation on BraTS Core 2020 (Dice Coefficient)

Source: [Brain Tumor Segmentation on BraTS Core 2020 (Dice Coefficient)](<https://www.sota2.com/research/sota/brain-tumor-segmentation-on-brats-core-2020-dice-coefficient>)

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

Data updated: 2026-03-04T09:24:22.228Z

Evaluation of brain tumor segmentation performance on the BraTS Core 2020 dataset, reporting only the overall Dice coefficient metric.

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 Core 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-core-2020-dice-coefficient.md?metric=Dice%20Coefficient>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Dice Coefficient | Result date | Report paper |
| --- | --- | --- | --- |
| DC-Seg (MPNS) | 84.49 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| RobustSeg | 82.87 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| ShaSpec (MPNS) | 82.38 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| M3AE | 79.1 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| DC-Seg (MPNS) | 78.39 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| RFNet | 78.23 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| DC-Seg | 77.99 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| ShaSpec (MPNS) | 76.27 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| ShaSpec | 76.14 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| mmFormer | 76.06 | Not recorded | 69a66bbf2d603e6de3e3ca7d |
| RobustSeg | 73.45 | Not recorded | 69a66bbf2d603e6de3e3ca7d |

### DC-Seg (MPNS)

Dice Coefficient: 84.49. Result ID: 69a7f9436dbb7075b94d1309.

[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: 82.87. Result ID: 69a7f9436dbb7075b94d1307.

[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.

### ShaSpec (MPNS)

Dice Coefficient: 82.38. Result ID: 69a7f9436dbb7075b94d1308.

[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.

### M3AE

Dice Coefficient: 79.1. Result ID: 69a7f9436dbb7075b94d130d.

[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.

### DC-Seg (MPNS)

Dice Coefficient: 78.39. Result ID: 69a7f9436dbb7075b94d1311.

[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.

### RFNet

Dice Coefficient: 78.23. Result ID: 69a7f9436dbb7075b94d130b.

[Reporting 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: 77.99. Result ID: 69a7f9436dbb7075b94d1310.

[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.

### ShaSpec (MPNS)

Dice Coefficient: 76.27. Result ID: 69a7f9436dbb7075b94d130f.

[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: 76.14. Result ID: 69a7f9436dbb7075b94d130e.

[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.

### mmFormer

Dice Coefficient: 76.06. Result ID: 69a7f9436dbb7075b94d130c.

[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.

### RobustSeg

Dice Coefficient: 73.45. Result ID: 69a7f9436dbb7075b94d130a.

[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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