# Brain Tumor Classification on BraTS full labels (cross-validation)

Source: [Brain Tumor Classification on BraTS full labels (cross-validation)](<https://www.sota2.com/research/sota/brain-tumor-classification-on-brats-full-labels-cross-validation>)

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

Data updated: 2026-02-26T06:04:14.762Z

Evaluation of brain tumor classification performance using Sensitivity and Specificity metrics on the full cross-validation set of the BraTS dataset.

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 full labels (cross-validation) |
| 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-full-labels-cross-validation.md?metric=Sensitivity>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Sensitivity | Result date | Report paper |
| --- | --- | --- | --- |
| Trad.+3DSiam+RE | 92 | Not recorded | 68fa6a551e209131cea27784 |
| Trad.+3DSiam+SE | 91.6 | Not recorded | 68fa6a551e209131cea27784 |
| Trad.+3DSiam | 90.4 | Not recorded | 68fa6a551e209131cea27784 |
| Trad. radiomics | 88.8 | Not recorded | 68fa6a551e209131cea27784 |
| Supervised Learning | 88.8 | Not recorded | 68fa6a551e209131cea27784 |
| 3DSiam+RE | 86.8 | Not recorded | 68fa6a551e209131cea27784 |
| 3DSiam+SE | 84.8 | Not recorded | 68fa6a551e209131cea27784 |
| 3DSiam | 84.4 | Not recorded | 68fa6a551e209131cea27784 |
| Rubik's cube | 74.4 | Not recorded | 68fa6a551e209131cea27784 |

### Trad.+3DSiam+RE

Sensitivity: 92. Result ID: 698e2b05ffc3901de09b5733.

[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":"full"}. This record does not assert independent reproduction.

### Trad.+3DSiam+SE

Sensitivity: 91.6. Result ID: 698e2b05ffc3901de09b5732.

[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":"full"}. This record does not assert independent reproduction.

### Trad.+3DSiam

Sensitivity: 90.4. Result ID: 698e2b05ffc3901de09b5731.

[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":"full"}. This record does not assert independent reproduction.

### Trad. radiomics

Sensitivity: 88.8. Result ID: 698e2b05ffc3901de09b572c.

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

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

### Supervised Learning

Sensitivity: 88.8. Result ID: 698e2b05ffc3901de09b5734.

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

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

### 3DSiam+RE

Sensitivity: 86.8. Result ID: 698e2b05ffc3901de09b5730.

[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":"full"}. This record does not assert independent reproduction.

### 3DSiam+SE

Sensitivity: 84.8. Result ID: 698e2b05ffc3901de09b572f.

[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":"full"}. This record does not assert independent reproduction.

### 3DSiam

Sensitivity: 84.4. Result ID: 698e2b05ffc3901de09b572e.

[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":"full"}. This record does not assert independent reproduction.

### Rubik's cube

Sensitivity: 74.4. Result ID: 698e2b05ffc3901de09b572d.

[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":"full"}. This record does not assert independent reproduction.

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