# Tissue subtyping on EBRAINS-F C=30 Source: [Tissue subtyping on EBRAINS-F C=30]() Collection index: [llms.txt]() Data updated: 2026-03-24T10:36:32.741Z Evaluation of models performing tissue subtyping on the EBRAINS-F C=30 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-F C=30 | | 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 | | --- | --- | --- | --- | | TransMIL | 74.22 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean Pooling | 72.89 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 72.51 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 72.4 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean Pooling | 70.3 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 70.23 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 69.77 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Transformer | 69.73 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 69.4 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Transformer | 69.07 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max Pooling | 68.22 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 67.2 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 65.2 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max Pooling | 64.94 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 64.64 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 63.87 | Not recorded | 69c21ad70636e5bf4afc4d7e | ### TransMIL Balanced Accuracy: 74.22. Result ID: 69c2692647f34ce924aa608b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### Mean Pooling Balanced Accuracy: 72.89. Result ID: 69c2692647f34ce924aa6091. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### CLAM Balanced Accuracy: 72.51. Result ID: 69c2692647f34ce924aa6089. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### ABMIL Balanced Accuracy: 72.4. Result ID: 69c2692647f34ce924aa6087. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### Mean Pooling Balanced Accuracy: 70.3. Result ID: 69c2692647f34ce924aa6090. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### ILRA Balanced Accuracy: 70.23. Result ID: 69c2692647f34ce924aa608f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### CLAM Balanced Accuracy: 69.77. Result ID: 69c2692647f34ce924aa6088. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Transformer Balanced Accuracy: 69.73. Result ID: 69c2692647f34ce924aa608d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### DSMIL Balanced Accuracy: 69.4. Result ID: 69c2692647f34ce924aa6095. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### Transformer Balanced Accuracy: 69.07. Result ID: 69c2692647f34ce924aa608c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Max Pooling Balanced Accuracy: 68.22. Result ID: 69c2692647f34ce924aa6093. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### ABMIL Balanced Accuracy: 67.2. Result ID: 69c2692647f34ce924aa6086. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### TransMIL Balanced Accuracy: 65.2. Result ID: 69c2692647f34ce924aa608a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Max Pooling Balanced Accuracy: 64.94. Result ID: 69c2692647f34ce924aa6092. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### ILRA Balanced Accuracy: 64.64. Result ID: 69c2692647f34ce924aa608e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### DSMIL Balanced Accuracy: 63.87. Result ID: 69c2692647f34ce924aa6094. [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.