# RoI-level Breast Cancer Tumor Subtyping on BRACS (test) Source: [RoI-level Breast Cancer Tumor Subtyping on BRACS (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T09:06:06.750Z Evaluation of RoI-level breast cancer tumor subtyping performance on the test split of the BRACS dataset, measured using metrics like 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) | BRACS (test) | | Metric | AUROC (Test) | | 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 (Test)](): Higher is better; unit: PERCENT. - [Macro F1 Score (Test)](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC (Test) | Result date | Report paper | | --- | --- | --- | --- | | GrapHist | 90.78 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | GrapHist | 90.04 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | GrapHist | 89.99 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | MAE | 88.98 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | MAE | 86.24 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | MAE | 86.23 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | DINOv2 | 85.65 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | DINOv2 | 83 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | DINOv2 | 81.91 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | ACM-bio | 63.08 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | ACM-UNI | 62.77 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | ACM-bio | 57.13 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | ACM-bio | 55.42 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | ACM-UNI | 54.8 | Not recorded | 69a66bde2d603e6de3e3ccc6 | | ACM-UNI | 47.23 | Not recorded | 69a66bde2d603e6de3e3ccc6 | ### GrapHist AUROC (Test): 90.78. Result ID: 69a7f5f46dbb7075b94cfc87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"add-ABMIL"}. This record does not assert independent reproduction. ### GrapHist AUROC (Test): 90.04. Result ID: 69a7f5f46dbb7075b94cfc88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"conj-ABMIL"}. This record does not assert independent reproduction. ### GrapHist AUROC (Test): 89.99. Result ID: 69a7f5f46dbb7075b94cfc86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"ABMIL"}. This record does not assert independent reproduction. ### MAE AUROC (Test): 88.98. Result ID: 69a7f5f46dbb7075b94cfc84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"add-ABMIL"}. This record does not assert independent reproduction. ### MAE AUROC (Test): 86.24. Result ID: 69a7f5f46dbb7075b94cfc85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"conj-ABMIL"}. This record does not assert independent reproduction. ### MAE AUROC (Test): 86.23. Result ID: 69a7f5f46dbb7075b94cfc83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"ABMIL"}. This record does not assert independent reproduction. ### DINOv2 AUROC (Test): 85.65. Result ID: 69a7f5f46dbb7075b94cfc81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation":"add-ABMIL"}. This record does not assert independent reproduction. ### DINOv2 AUROC (Test): 83. Result ID: 69a7f5f46dbb7075b94cfc80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation":"ABMIL"}. This record does not assert independent reproduction. ### DINOv2 AUROC (Test): 81.91. Result ID: 69a7f5f46dbb7075b94cfc82. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation":"conj-ABMIL"}. This record does not assert independent reproduction. ### ACM-bio AUROC (Test): 63.08. Result ID: 69a7f5f46dbb7075b94cfc7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"add-ABMIL"}. This record does not assert independent reproduction. ### ACM-UNI AUROC (Test): 62.77. Result ID: 69a7f5f46dbb7075b94cfc7e. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"add-ABMIL"}. This record does not assert independent reproduction. ### ACM-bio AUROC (Test): 57.13. Result ID: 69a7f5f46dbb7075b94cfc7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"ABMIL"}. This record does not assert independent reproduction. ### ACM-bio AUROC (Test): 55.42. Result ID: 69a7f5f46dbb7075b94cfc7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"conj-ABMIL"}. This record does not assert independent reproduction. ### ACM-UNI AUROC (Test): 54.8. Result ID: 69a7f5f46dbb7075b94cfc7f. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"conj-ABMIL"}. This record does not assert independent reproduction. ### ACM-UNI AUROC (Test): 47.23. Result ID: 69a7f5f46dbb7075b94cfc7d. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"ABMIL"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.