# Breast cancer tumor subtyping on BRACS RoI (test)

Source: [Breast cancer tumor subtyping on BRACS RoI (test)](<https://www.sota2.com/research/sota/breast-cancer-tumor-subtyping-on-bracs-roi-test>)

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

Data updated: 2026-03-04T09:06:06.837Z

Evaluation of breast cancer tumor subtyping performance on the test split of the BRACS RoI dataset, measured using 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) | BRACS RoI (test) |
| Metric | AUPRC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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-bracs-roi-test.md?metric=AUPRC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUPRC | Result date | Report paper |
| --- | --- | --- | --- |
| GrapHist | 65.89 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| GrapHist | 64.31 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| GrapHist | 64.28 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| MAE | 61.67 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| MAE | 55.37 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| MAE | 55.32 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| DINOv2 | 54.81 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| DINOv2 | 49.13 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| DINOv2 | 48.06 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-UNI | 23.86 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-bio | 23.35 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-bio | 19.63 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-UNI | 18.78 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-bio | 17.98 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-UNI | 15.34 | Not recorded | 69a66bde2d603e6de3e3ccc6 |

### GrapHist

AUPRC: 65.89. Result ID: 69a7f5f46dbb7075b94cfcb1.

[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.

### GrapHist

AUPRC: 64.31. Result ID: 69a7f5f46dbb7075b94cfcb0.

[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: 64.28. Result ID: 69a7f5f46dbb7075b94cfcb2.

[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.

### MAE

AUPRC: 61.67. Result ID: 69a7f5f46dbb7075b94cfcae.

[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.

### MAE

AUPRC: 55.37. Result ID: 69a7f5f46dbb7075b94cfcad.

[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: 55.32. Result ID: 69a7f5f46dbb7075b94cfcaf.

[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: 54.81. Result ID: 69a7f5f46dbb7075b94cfcab.

[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.

### DINOv2

AUPRC: 49.13. Result ID: 69a7f5f46dbb7075b94cfcaa.

[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: 48.06. Result ID: 69a7f5f46dbb7075b94cfcac.

[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.

### ACM-UNI

AUPRC: 23.86. Result ID: 69a7f5f46dbb7075b94cfca8.

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

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

### ACM-bio

AUPRC: 23.35. Result ID: 69a7f5f46dbb7075b94cfca5.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6daa1e209131cea3b4d6.md>)

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

### ACM-bio

AUPRC: 19.63. Result ID: 69a7f5f46dbb7075b94cfca4.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6daa1e209131cea3b4d6.md>)

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

### ACM-UNI

AUPRC: 18.78. Result ID: 69a7f5f46dbb7075b94cfca9.

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

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

### ACM-bio

AUPRC: 17.98. Result ID: 69a7f5f46dbb7075b94cfca6.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6daa1e209131cea3b4d6.md>)

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

### ACM-UNI

AUPRC: 15.34. Result ID: 69a7f5f46dbb7075b94cfca7.

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

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

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