# Brain Tumor Classification on BraTS 50% labels (val)

Source: [Brain Tumor Classification on BraTS 50% labels (val)](<https://www.sota2.com/research/sota/brain-tumor-classification-on-brats-50-percent-labels-val>)

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

Data updated: 2026-02-26T06:04:14.780Z

Evaluation of brain tumor classification performance using Sensitivity and Specificity metrics on the validation split of the BraTS dataset restricted to 50% labels.

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 classification |
| Dataset (including any stated split) | BraTS 50% labels (val) |
| Metric | Sensitivity |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Sensitivity](<https://www.sota2.com/research/sota/brain-tumor-classification-on-brats-50-percent-labels-val.md?metric=Sensitivity>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/brain-tumor-classification-on-brats-50-percent-labels-val.md?metric=Specificity>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Sensitivity | Result date | Report paper |
| --- | --- | --- | --- |
| Trad. radiomics | 84.8 | Not recorded | 68fa6a551e209131cea27784 |
| Trad.+3DSiam+SE | 84.8 | Not recorded | 68fa6a551e209131cea27784 |
| 3DSiam+RE | 82.8 | Not recorded | 68fa6a551e209131cea27784 |
| 3DSiam+SE | 82.4 | Not recorded | 68fa6a551e209131cea27784 |
| 3DSiam | 80.8 | Not recorded | 68fa6a551e209131cea27784 |
| Trad.+3DSiam | 80.4 | Not recorded | 68fa6a551e209131cea27784 |
| Trad.+3DSiam+RE | 80.4 | Not recorded | 68fa6a551e209131cea27784 |
| Supervised Learning | 80.4 | Not recorded | 68fa6a551e209131cea27784 |
| Rubik's cube | 68 | Not recorded | 68fa6a551e209131cea27784 |

### Trad. radiomics

Sensitivity: 84.8. Result ID: 698e2b05ffc3901de09b5735.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

Recorded evaluation configuration: {"Training Labels":"50%"}. This record does not assert independent reproduction.

### Trad.+3DSiam+SE

Sensitivity: 84.8. Result ID: 698e2b05ffc3901de09b573b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Implementation](<https://github.com/hongweilibran/imbalanced-SSL>)

Recorded evaluation configuration: {"Training Labels":"50%"}. This record does not assert independent reproduction.

### 3DSiam+RE

Sensitivity: 82.8. Result ID: 698e2b05ffc3901de09b5739.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Implementation](<https://github.com/hongweilibran/imbalanced-SSL>)

Recorded evaluation configuration: {"Training Labels":"50%"}. This record does not assert independent reproduction.

### 3DSiam+SE

Sensitivity: 82.4. Result ID: 698e2b05ffc3901de09b5738.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Implementation](<https://github.com/hongweilibran/imbalanced-SSL>)

Recorded evaluation configuration: {"Training Labels":"50%"}. This record does not assert independent reproduction.

### 3DSiam

Sensitivity: 80.8. Result ID: 698e2b05ffc3901de09b5737.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Implementation](<https://github.com/hongweilibran/imbalanced-SSL>)

Recorded evaluation configuration: {"Training Labels":"50%"}. This record does not assert independent reproduction.

### Trad.+3DSiam

Sensitivity: 80.4. Result ID: 698e2b05ffc3901de09b573a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Implementation](<https://github.com/hongweilibran/imbalanced-SSL>)

Recorded evaluation configuration: {"Training Labels":"50%"}. This record does not assert independent reproduction.

### Trad.+3DSiam+RE

Sensitivity: 80.4. Result ID: 698e2b05ffc3901de09b573c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Implementation](<https://github.com/hongweilibran/imbalanced-SSL>)

Recorded evaluation configuration: {"Training Labels":"50%"}. This record does not assert independent reproduction.

### Supervised Learning

Sensitivity: 80.4. Result ID: 698e2b05ffc3901de09b573d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

Recorded evaluation configuration: {"Training Labels":"50%"}. This record does not assert independent reproduction.

### Rubik's cube

Sensitivity: 68. Result ID: 698e2b05ffc3901de09b5736.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66771e209131cea1050b.md>)

Recorded evaluation configuration: {"Training Labels":"50%"}. This record does not assert independent reproduction.

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