# Breast Cancer Tumor Subtyping on TCGA-BRCA WSI (test)

Source: [Breast Cancer Tumor Subtyping on TCGA-BRCA WSI (test)](<https://www.sota2.com/research/sota/breast-cancer-tumor-subtyping-on-tcga-brca-wsi-test>)

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

Data updated: 2026-03-04T09:06:06.791Z

Evaluation of breast cancer tumor subtyping performance using the Whole Slide Image (WSI) test split of the TCGA-BRCA dataset, typically measured by AUPRC.

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 | Breast cancer tumor subtyping |
| Dataset (including any stated split) | TCGA-BRCA WSI (test) |
| Metric | AUPRC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [AUPRC](<https://www.sota2.com/research/sota/breast-cancer-tumor-subtyping-on-tcga-brca-wsi-test.md?metric=AUPRC>): Higher is better; unit: PERCENT.

- [Balanced Accuracy](<https://www.sota2.com/research/sota/breast-cancer-tumor-subtyping-on-tcga-brca-wsi-test.md?metric=Balanced%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUPRC | Result date | Report paper |
| --- | --- | --- | --- |
| GrapHist | 0.6692 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| GrapHist | 0.6389 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| GrapHist | 0.6186 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| MAE | 0.5171 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| MAE | 0.4898 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| DINOv2 | 0.4135 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| DINOv2 | 0.4113 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| MAE | 0.4027 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| DINOv2 | 0.3823 | Not recorded | 69a66bde2d603e6de3e3ccc6 |

### GrapHist

AUPRC: 0.6692. Result ID: 69a7f5f46dbb7075b94cfc94.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3ccc6.md>)

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

### GrapHist

AUPRC: 0.6389. Result ID: 69a7f5f46dbb7075b94cfc92.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3ccc6.md>)

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

### GrapHist

AUPRC: 0.6186. Result ID: 69a7f5f46dbb7075b94cfc93.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3ccc6.md>)

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

### MAE

AUPRC: 0.5171. Result ID: 69a7f5f46dbb7075b94cfc8f.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

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

### MAE

AUPRC: 0.4898. Result ID: 69a7f5f46dbb7075b94cfc91.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

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

### DINOv2

AUPRC: 0.4135. Result ID: 69a7f5f46dbb7075b94cfc8c.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

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

### DINOv2

AUPRC: 0.4113. Result ID: 69a7f5f46dbb7075b94cfc8e.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

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

### MAE

AUPRC: 0.4027. Result ID: 69a7f5f46dbb7075b94cfc90.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

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

### DINOv2

AUPRC: 0.3823. Result ID: 69a7f5f46dbb7075b94cfc8d.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

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

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