# Pathological Image Classification on NCT (F1, Accuracy, AUC) Source: [Pathological Image Classification on NCT (F1, Accuracy, AUC)]() Collection index: [llms.txt]() Data updated: 2026-04-20T07:24:53.847Z Evaluation of Pathological Image Classification performance on the NCT 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) | NCT | | 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 | | --- | --- | --- | --- | | GigaPath | 99.73 | Not recorded | 69e5b3167d0172140ec7e072 | | UNI | 99.51 | Not recorded | 69e5b3167d0172140ec7e072 | | SSMamba | 99.38 | Not recorded | 69e5b3167d0172140ec7e072 | | Virchow2 | 99.36 | Not recorded | 69e5b3167d0172140ec7e072 | | CONCH | 99.29 | Not recorded | 69e5b3167d0172140ec7e072 | | UNI2 | 99.14 | Not recorded | 69e5b3167d0172140ec7e072 | | MAE | 98.57 | Not recorded | 69e5b3167d0172140ec7e072 | | MUSK | 98.46 | Not recorded | 69e5b3167d0172140ec7e072 | | Swin | 97.33 | Not recorded | 69e5b3167d0172140ec7e072 | | ViT | 96.39 | Not recorded | 69e5b3167d0172140ec7e072 | | CTransPath | 92.16 | Not recorded | 69e5b3167d0172140ec7e072 | | VMamba | 90.8 | Not recorded | 69e5b3167d0172140ec7e072 | ### GigaPath F1 Score: 99.73. Result ID: 69e5d4c447f34ce924cba75a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNI F1 Score: 99.51. Result ID: 69e5d4c447f34ce924cba756. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SSMamba F1 Score: 99.38. Result ID: 69e5d4c447f34ce924cba75d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Virchow2 F1 Score: 99.36. Result ID: 69e5d4c447f34ce924cba75b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CONCH F1 Score: 99.29. Result ID: 69e5d4c447f34ce924cba759. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNI2 F1 Score: 99.14. Result ID: 69e5d4c447f34ce924cba757. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAE F1 Score: 98.57. Result ID: 69e5d4c447f34ce924cba754. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MUSK F1 Score: 98.46. Result ID: 69e5d4c447f34ce924cba758. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Swin F1 Score: 97.33. Result ID: 69e5d4c447f34ce924cba753. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ViT F1 Score: 96.39. Result ID: 69e5d4c447f34ce924cba752. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CTransPath F1 Score: 92.16. Result ID: 69e5d4c447f34ce924cba75c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VMamba F1 Score: 90.8. Result ID: 69e5d4c447f34ce924cba755. [Reporting paper]() [Method origin paper]() [Implementation]() 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.