# 7-class Histopathology Classification on BRACS Source: [7-class Histopathology Classification on BRACS]() Collection index: [llms.txt]() Data updated: 2026-05-19T10:42:20.638Z Evaluation of 7-class histopathology classification performance on the BRACS dataset, reporting Accuracy, Macro-F1, and AUC. 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 | 7-class Histopathology Classification | | Dataset (including any stated split) | BRACS | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Macro F1 Score](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | IBMIL | 82.8 | Not recorded | 6a0beee1dbc836b87d82c782 | | CLAM-SB | 80.7 | Not recorded | 6a0beee1dbc836b87d82c782 | | MHIM-MIL | 79.6 | Not recorded | 6a0beee1dbc836b87d82c782 | | DTFD-MIL | 78.4 | Not recorded | 6a0beee1dbc836b87d82c782 | | HDMIL | 78.1 | Not recorded | 6a0beee1dbc836b87d82c782 | | DSMIL | 76.5 | Not recorded | 6a0beee1dbc836b87d82c782 | | ABMIL | 75.4 | Not recorded | 6a0beee1dbc836b87d82c782 | | TransMIL | 73.8 | Not recorded | 6a0beee1dbc836b87d82c782 | | CAMIL | 73.8 | Not recorded | 6a0beee1dbc836b87d82c782 | | CAMIL | 3.9 | Not recorded | 6a0beee1dbc836b87d82c782 | | HDMIL | 3.8 | Not recorded | 6a0beee1dbc836b87d82c782 | | ABMIL | 3.6 | Not recorded | 6a0beee1dbc836b87d82c782 | | TransMIL | 3 | Not recorded | 6a0beee1dbc836b87d82c782 | | DTFD-MIL | 2.6 | Not recorded | 6a0beee1dbc836b87d82c782 | | CLAM-SB | 1.5 | Not recorded | 6a0beee1dbc836b87d82c782 | | DSMIL | 1.4 | Not recorded | 6a0beee1dbc836b87d82c782 | | MHIM-MIL | 1.2 | Not recorded | 6a0beee1dbc836b87d82c782 | | IBMIL | 0.8 | Not recorded | 6a0beee1dbc836b87d82c782 | ### IBMIL Accuracy: 82.8. Result ID: 6a0c3e2bfbc373592c030a9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":false}. This record does not assert independent reproduction. ### CLAM-SB Accuracy: 80.7. Result ID: 6a0c3e2bfbc373592c030a93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":false}. This record does not assert independent reproduction. ### MHIM-MIL Accuracy: 79.6. Result ID: 6a0c3e2bfbc373592c030a9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":false}. This record does not assert independent reproduction. ### DTFD-MIL Accuracy: 78.4. Result ID: 6a0c3e2bfbc373592c030a99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":false}. This record does not assert independent reproduction. ### HDMIL Accuracy: 78.1. Result ID: 6a0c3e2bfbc373592c030aa1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":false}. This record does not assert independent reproduction. ### DSMIL Accuracy: 76.5. Result ID: 6a0c3e2bfbc373592c030a97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":false}. This record does not assert independent reproduction. ### ABMIL Accuracy: 75.4. Result ID: 6a0c3e2bfbc373592c030a91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":false}. This record does not assert independent reproduction. ### TransMIL Accuracy: 73.8. Result ID: 6a0c3e2bfbc373592c030a95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":false}. This record does not assert independent reproduction. ### CAMIL Accuracy: 73.8. Result ID: 6a0c3e2bfbc373592c030a9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":false}. This record does not assert independent reproduction. ### CAMIL Accuracy: 3.9. Result ID: 6a0c3e2bfbc373592c030aa0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":true}. This record does not assert independent reproduction. ### HDMIL Accuracy: 3.8. Result ID: 6a0c3e2bfbc373592c030aa2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":true}. This record does not assert independent reproduction. ### ABMIL Accuracy: 3.6. Result ID: 6a0c3e2bfbc373592c030a92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":true}. This record does not assert independent reproduction. ### TransMIL Accuracy: 3. Result ID: 6a0c3e2bfbc373592c030a96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":true}. This record does not assert independent reproduction. ### DTFD-MIL Accuracy: 2.6. Result ID: 6a0c3e2bfbc373592c030a9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":true}. This record does not assert independent reproduction. ### CLAM-SB Accuracy: 1.5. Result ID: 6a0c3e2bfbc373592c030a94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":true}. This record does not assert independent reproduction. ### DSMIL Accuracy: 1.4. Result ID: 6a0c3e2bfbc373592c030a98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":true}. This record does not assert independent reproduction. ### MHIM-MIL Accuracy: 1.2. Result ID: 6a0c3e2bfbc373592c030a9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":true}. This record does not assert independent reproduction. ### IBMIL Accuracy: 0.8. Result ID: 6a0c3e2bfbc373592c030a9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GCE":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.