# Tissue Subtyping on EBRAINS C=12 Source: [Tissue Subtyping on EBRAINS C=12]() Collection index: [llms.txt]() Data updated: 2026-03-24T10:36:32.715Z Evaluation of models performing tissue subtyping on the EBRAINS C=12 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) | EBRAINS C=12 | | 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 | | --- | --- | --- | --- | | ILRA | 91.68 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 91.32 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Transformer | 90.45 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 89.98 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean Pooling | 89.42 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 89.17 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 88.23 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 87.86 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 87.85 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Transformer | 86.94 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean Pooling | 86.7 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 86.37 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 86.1 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max Pooling | 85.14 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max Pooling | 84.55 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 83.41 | Not recorded | 69c21ad70636e5bf4afc4d7e | ### ILRA Balanced Accuracy: 91.68. Result ID: 69c2692647f34ce924aa607d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### CLAM Balanced Accuracy: 91.32. Result ID: 69c2692647f34ce924aa6077. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### Transformer Balanced Accuracy: 90.45. Result ID: 69c2692647f34ce924aa607b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### ABMIL Balanced Accuracy: 89.98. Result ID: 69c2692647f34ce924aa6075. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### Mean Pooling Balanced Accuracy: 89.42. Result ID: 69c2692647f34ce924aa607f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### DSMIL Balanced Accuracy: 89.17. Result ID: 69c2692647f34ce924aa6083. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### TransMIL Balanced Accuracy: 88.23. Result ID: 69c2692647f34ce924aa6079. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### TransMIL Balanced Accuracy: 87.86. Result ID: 69c2692647f34ce924aa6078. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### CLAM Balanced Accuracy: 87.85. Result ID: 69c2692647f34ce924aa6076. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Transformer Balanced Accuracy: 86.94. Result ID: 69c2692647f34ce924aa607a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Mean Pooling Balanced Accuracy: 86.7. Result ID: 69c2692647f34ce924aa607e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### DSMIL Balanced Accuracy: 86.37. Result ID: 69c2692647f34ce924aa6082. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### ABMIL Balanced Accuracy: 86.1. Result ID: 69c2692647f34ce924aa6074. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Max Pooling Balanced Accuracy: 85.14. Result ID: 69c2692647f34ce924aa6081. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### Max Pooling Balanced Accuracy: 84.55. Result ID: 69c2692647f34ce924aa6080. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### ILRA Balanced Accuracy: 83.41. Result ID: 69c2692647f34ce924aa607c. [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.