# Tissue Subtyping on BRACS-F C=7 Source: [Tissue Subtyping on BRACS-F C=7]() Collection index: [llms.txt]() Data updated: 2026-03-24T10:36:32.684Z Evaluation of models performing tissue subtyping on the BRACS-F C=7 dataset, typically measured by Balanced Accuracy and Average metrics. 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 | Tissue subtyping | | Dataset (including any stated split) | BRACS-F C=7 | | Metric | Balanced Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Balanced Accuracy](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Balanced Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLAM | 46.82 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 46.12 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean Pooling | 43.55 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 42.84 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 42.5 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 39.72 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Transformer | 38.95 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 38.32 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 36.48 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Transformer | 35.7 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max Pooling | 35.52 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max Pooling | 33.9 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean Pooling | 33.68 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 32.65 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 32.26 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 32.1 | Not recorded | 69c21ad70636e5bf4afc4d7e | ### CLAM Balanced Accuracy: 46.82. Result ID: 69c2692647f34ce924aa6065. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### ABMIL Balanced Accuracy: 46.12. Result ID: 69c2692647f34ce924aa6063. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### Mean Pooling Balanced Accuracy: 43.55. Result ID: 69c2692647f34ce924aa606d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### ABMIL Balanced Accuracy: 42.84. Result ID: 69c2692647f34ce924aa6062. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### ILRA Balanced Accuracy: 42.5. Result ID: 69c2692647f34ce924aa606b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### DSMIL Balanced Accuracy: 39.72. Result ID: 69c2692647f34ce924aa6071. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### Transformer Balanced Accuracy: 38.95. Result ID: 69c2692647f34ce924aa6069. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### TransMIL Balanced Accuracy: 38.32. Result ID: 69c2692647f34ce924aa6067. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### DSMIL Balanced Accuracy: 36.48. Result ID: 69c2692647f34ce924aa6070. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Transformer Balanced Accuracy: 35.7. Result ID: 69c2692647f34ce924aa6068. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Max Pooling Balanced Accuracy: 35.52. Result ID: 69c2692647f34ce924aa606f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### Max Pooling Balanced Accuracy: 33.9. Result ID: 69c2692647f34ce924aa606e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Mean Pooling Balanced Accuracy: 33.68. Result ID: 69c2692647f34ce924aa606c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### ILRA Balanced Accuracy: 32.65. Result ID: 69c2692647f34ce924aa606a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### CLAM Balanced Accuracy: 32.26. Result ID: 69c2692647f34ce924aa6064. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### TransMIL Balanced Accuracy: 32.1. Result ID: 69c2692647f34ce924aa6066. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.