# Pathological Image Classification on SIPa (F1, Accuracy, AUC) Source: [Pathological Image Classification on SIPa (F1, Accuracy, AUC)]() Collection index: [llms.txt]() Data updated: 2026-04-20T07:24:53.893Z Evaluation of Pathological Image Classification performance on the SIPa dataset, reporting F1 Score, Accuracy, 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 | Pathological Image Classification | | Dataset (including any stated split) | SIPa | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [p-value](): Lower is better; unit: SCALAR. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | SSMamba | 100 | Not recorded | 69e5b3167d0172140ec7e072 | | GigaPath | 98.5 | Not recorded | 69e5b3167d0172140ec7e072 | | CTransPath | 98.3 | Not recorded | 69e5b3167d0172140ec7e072 | | Virchow2 | 98 | Not recorded | 69e5b3167d0172140ec7e072 | | VMamba | 95.22 | Not recorded | 69e5b3167d0172140ec7e072 | | Swin | 94.77 | Not recorded | 69e5b3167d0172140ec7e072 | | ViT | 93.79 | Not recorded | 69e5b3167d0172140ec7e072 | | CONCH | 90.5 | Not recorded | 69e5b3167d0172140ec7e072 | | MAE | 90.33 | Not recorded | 69e5b3167d0172140ec7e072 | | UNI | 78 | Not recorded | 69e5b3167d0172140ec7e072 | | MUSK | 78 | Not recorded | 69e5b3167d0172140ec7e072 | | UNI2 | 77.96 | Not recorded | 69e5b3167d0172140ec7e072 | ### SSMamba F1 Score: 100. Result ID: 69e5d4c447f34ce924cba781. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GigaPath F1 Score: 98.5. Result ID: 69e5d4c447f34ce924cba77e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CTransPath F1 Score: 98.3. Result ID: 69e5d4c447f34ce924cba780. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Virchow2 F1 Score: 98. Result ID: 69e5d4c447f34ce924cba77f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VMamba F1 Score: 95.22. Result ID: 69e5d4c447f34ce924cba779. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Swin F1 Score: 94.77. Result ID: 69e5d4c447f34ce924cba777. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ViT F1 Score: 93.79. Result ID: 69e5d4c447f34ce924cba776. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CONCH F1 Score: 90.5. Result ID: 69e5d4c447f34ce924cba77d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAE F1 Score: 90.33. Result ID: 69e5d4c447f34ce924cba778. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNI F1 Score: 78. Result ID: 69e5d4c447f34ce924cba77a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MUSK F1 Score: 78. Result ID: 69e5d4c447f34ce924cba77c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNI2 F1 Score: 77.96. Result ID: 69e5d4c447f34ce924cba77b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.