# Breast cancer tumor subtyping on BACH RoI (test)

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

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

Data updated: 2026-03-04T09:06:06.814Z

Evaluation of Breast Cancer Tumor Subtyping performance using Area Under the Precision-Recall Curve (AUPRC) on the test split of the BACH RoI 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 | Breast cancer tumor subtyping |
| Dataset (including any stated split) | BACH 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-bach-roi-test.md?metric=AUPRC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUPRC | Result date | Report paper |
| --- | --- | --- | --- |
| GrapHist | 74.93 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| GrapHist | 74.74 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| GrapHist | 71.66 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| DINOv2 | 68.99 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| MAE | 64.91 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| DINOv2 | 61.1 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| MAE | 60.59 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| MAE | 55.92 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| DINOv2 | 55.42 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-UNI | 44.35 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-bio | 42.91 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-UNI | 37.6 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-UNI | 34.41 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-bio | 30.2 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-bio | 26.45 | Not recorded | 69a66bde2d603e6de3e3ccc6 |

### GrapHist

AUPRC: 74.93. Result ID: 69a7f5f46dbb7075b94cfca2.

[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: 74.74. Result ID: 69a7f5f46dbb7075b94cfca1.

[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: 71.66. Result ID: 69a7f5f46dbb7075b94cfca3.

[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.

### DINOv2

AUPRC: 68.99. Result ID: 69a7f5f46dbb7075b94cfc9c.

[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.

### MAE

AUPRC: 64.91. Result ID: 69a7f5f46dbb7075b94cfc9f.

[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: 61.1. Result ID: 69a7f5f46dbb7075b94cfc9b.

[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.

### MAE

AUPRC: 60.59. Result ID: 69a7f5f46dbb7075b94cfca0.

[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.

### MAE

AUPRC: 55.92. Result ID: 69a7f5f46dbb7075b94cfc9e.

[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.

### DINOv2

AUPRC: 55.42. Result ID: 69a7f5f46dbb7075b94cfc9d.

[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: 44.35. Result ID: 69a7f5f46dbb7075b94cfc99.

[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: 42.91. Result ID: 69a7f5f46dbb7075b94cfc96.

[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-UNI

AUPRC: 37.6. Result ID: 69a7f5f46dbb7075b94cfc98.

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

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

### ACM-UNI

AUPRC: 34.41. Result ID: 69a7f5f46dbb7075b94cfc9a.

[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: 30.2. Result ID: 69a7f5f46dbb7075b94cfc95.

[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-bio

AUPRC: 26.45. Result ID: 69a7f5f46dbb7075b94cfc97.

[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.

Page 1 of 1. This is an index page, not the full collection.
