# RoI-level Breast Cancer Tumor Subtyping on BACH (test) Source: [RoI-level Breast Cancer Tumor Subtyping on BACH (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T09:06:06.723Z Evaluation of RoI-level Breast Cancer Tumor Subtyping performance on the test split of the BACH dataset, measured using Macro F1-score. 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 | RoI-level Breast Cancer Tumor Subtyping | | Dataset (including any stated split) | BACH (test) | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 20 of 20 | | 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 - [AUROC](): Higher is better; unit: PERCENT. - [Macro F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | GrapHist | 88.35 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | GrapHist | 88.01 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | GrapHist | 86.47 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | DINOv2 | 84.38 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | DINOv2 | 80.87 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | MAE | 80.76 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | MAE | 78.11 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | DINOv2 | 76.56 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | MAE | 75.11 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | ACM-bio | 66.44 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | ACM-UNI | 64.9 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | ACM-UNI | 55.97 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | ACM-UNI | 52.69 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | ACM-bio | 50.21 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | ACM-bio | 46.73 | Not recorded | 69a66bde2d603e6de3e3ccc6 | ### GrapHist AUROC: 88.35. Result ID: 69a7f5f46dbb7075b94cfc78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"add-ABMIL"}. This record does not assert independent reproduction. ### GrapHist AUROC: 88.01. Result ID: 69a7f5f46dbb7075b94cfc77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"ABMIL"}. This record does not assert independent reproduction. ### GrapHist AUROC: 86.47. Result ID: 69a7f5f46dbb7075b94cfc79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"conj-ABMIL"}. This record does not assert independent reproduction. ### DINOv2 AUROC: 84.38. Result ID: 69a7f5f46dbb7075b94cfc72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation":"add-ABMIL"}. This record does not assert independent reproduction. ### DINOv2 AUROC: 80.87. Result ID: 69a7f5f46dbb7075b94cfc71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation":"ABMIL"}. This record does not assert independent reproduction. ### MAE AUROC: 80.76. Result ID: 69a7f5f46dbb7075b94cfc75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"add-ABMIL"}. This record does not assert independent reproduction. ### MAE AUROC: 78.11. Result ID: 69a7f5f46dbb7075b94cfc76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"conj-ABMIL"}. This record does not assert independent reproduction. ### DINOv2 AUROC: 76.56. Result ID: 69a7f5f46dbb7075b94cfc73. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation":"conj-ABMIL"}. This record does not assert independent reproduction. ### MAE AUROC: 75.11. Result ID: 69a7f5f46dbb7075b94cfc74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"ABMIL"}. This record does not assert independent reproduction. ### ACM-bio AUROC: 66.44. Result ID: 69a7f5f46dbb7075b94cfc6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"add-ABMIL"}. This record does not assert independent reproduction. ### ACM-UNI AUROC: 64.9. Result ID: 69a7f5f46dbb7075b94cfc6f. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"add-ABMIL"}. This record does not assert independent reproduction. ### ACM-UNI AUROC: 55.97. Result ID: 69a7f5f46dbb7075b94cfc6e. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"ABMIL"}. This record does not assert independent reproduction. ### ACM-UNI AUROC: 52.69. Result ID: 69a7f5f46dbb7075b94cfc70. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"conj-ABMIL"}. This record does not assert independent reproduction. ### ACM-bio AUROC: 50.21. Result ID: 69a7f5f46dbb7075b94cfc6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"ABMIL"}. This record does not assert independent reproduction. ### ACM-bio AUROC: 46.73. Result ID: 69a7f5f46dbb7075b94cfc6d. [Reporting paper]() [Method origin paper]() 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.