# Breast cancer tumor subtyping on BreakHis RoI (test)

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

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

Data updated: 2026-03-04T09:06:06.859Z

Evaluation of Breast cancer tumor subtyping performance on the test split of the BreakHis 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) | BreakHis 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-breakhis-roi-test.md?metric=AUPRC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUPRC | Result date | Report paper |
| --- | --- | --- | --- |
| GrapHist | 96.96 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| GrapHist | 96.69 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| GrapHist | 95.69 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| MAE | 95.37 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| DINOv2 | 94.23 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| MAE | 94.22 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| DINOv2 | 94.1 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| MAE | 93.71 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| DINOv2 | 90.98 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-UNI | 79.41 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-UNI | 76.87 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-UNI | 73.11 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-bio | 67.43 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-bio | 66.39 | Not recorded | 69a66bde2d603e6de3e3ccc6 |
| ACM-bio | 59.13 | Not recorded | 69a66bde2d603e6de3e3ccc6 |

### GrapHist

AUPRC: 96.96. Result ID: 69a7f5f46dbb7075b94cfcc1.

[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: 96.69. Result ID: 69a7f5f46dbb7075b94cfcc0.

[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: 95.69. Result ID: 69a7f5f46dbb7075b94cfcbf.

[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.

### MAE

AUPRC: 95.37. Result ID: 69a7f5f46dbb7075b94cfcbe.

[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: 94.23. Result ID: 69a7f5f46dbb7075b94cfcba.

[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: 94.22. Result ID: 69a7f5f46dbb7075b94cfcbd.

[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: 94.1. Result ID: 69a7f5f46dbb7075b94cfcbb.

[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: 93.71. Result ID: 69a7f5f46dbb7075b94cfcbc.

[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: 90.98. Result ID: 69a7f5f46dbb7075b94cfcb9.

[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.

### ACM-UNI

AUPRC: 79.41. Result ID: 69a7f5f46dbb7075b94cfcb8.

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

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

### ACM-UNI

AUPRC: 76.87. Result ID: 69a7f5f46dbb7075b94cfcb6.

[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: 73.11. Result ID: 69a7f5f46dbb7075b94cfcb7.

[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: 67.43. Result ID: 69a7f5f46dbb7075b94cfcb3.

[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: 66.39. Result ID: 69a7f5f46dbb7075b94cfcb5.

[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-bio

AUPRC: 59.13. Result ID: 69a7f5f46dbb7075b94cfcb4.

[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.

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