# Tissue Subtyping on BRACS C=3 Source: [Tissue Subtyping on BRACS C=3]() Collection index: [llms.txt]() Data updated: 2026-03-24T10:36:32.653Z Evaluation of models performing tissue subtyping on the BRACS C=3 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 C=3 | | 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 Metric](): Higher is better; unit: PERCENT. ## Recorded results | Method | Balanced Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ILRA | 74.05 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 73.41 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 72.7 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean Pooling | 72.37 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Transformer | 71.11 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 70.52 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 68.48 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max Pooling | 67.21 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 67.1 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 66.8 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean Pooling | 65.13 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max Pooling | 64.54 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Transformer | 63.4 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 63.27 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 62.64 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 56.16 | Not recorded | 69c21ad70636e5bf4afc4d7e | ### ILRA Balanced Accuracy: 74.05. Result ID: 69c2692647f34ce924aa6059. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### CLAM Balanced Accuracy: 73.41. Result ID: 69c2692647f34ce924aa6053. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### ABMIL Balanced Accuracy: 72.7. Result ID: 69c2692647f34ce924aa6051. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### Mean Pooling Balanced Accuracy: 72.37. Result ID: 69c2692647f34ce924aa605b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### Transformer Balanced Accuracy: 71.11. Result ID: 69c2692647f34ce924aa6057. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### TransMIL Balanced Accuracy: 70.52. Result ID: 69c2692647f34ce924aa6055. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### DSMIL Balanced Accuracy: 68.48. Result ID: 69c2692647f34ce924aa605f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### Max Pooling Balanced Accuracy: 67.21. Result ID: 69c2692647f34ce924aa605d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### ABMIL Balanced Accuracy: 67.1. Result ID: 69c2692647f34ce924aa6050. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### TransMIL Balanced Accuracy: 66.8. Result ID: 69c2692647f34ce924aa6054. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Mean Pooling Balanced Accuracy: 65.13. Result ID: 69c2692647f34ce924aa605a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Max Pooling Balanced Accuracy: 64.54. Result ID: 69c2692647f34ce924aa605c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Transformer Balanced Accuracy: 63.4. Result ID: 69c2692647f34ce924aa6056. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### ILRA Balanced Accuracy: 63.27. Result ID: 69c2692647f34ce924aa6058. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### DSMIL Balanced Accuracy: 62.64. Result ID: 69c2692647f34ce924aa605e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### CLAM Balanced Accuracy: 56.16. Result ID: 69c2692647f34ce924aa6052. [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.