# Anomaly Classification on HIS Camelyon16 Source: [Anomaly Classification on HIS Camelyon16]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:40.190Z Evaluation of Anomaly Classification performance using the HIS Camelyon16 dataset, measured by 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 | Anomaly Classification | | Dataset (including any stated split) | HIS Camelyon16 | | Metric | AUC | | 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 - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | MFA | 85.1 | Not recorded | 68fa72901e209131cea5718d | | MFA | 82.71 | Not recorded | 68fa72901e209131cea5718d | | MFA | 82.62 | Not recorded | 68fa72901e209131cea5718d | | MFA | 82.61 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 81.2 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 81.16 | Not recorded | 68fa72901e209131cea5718d | | DRA | 79.16 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 76.11 | Not recorded | 68fa72901e209131cea5718d | | DRA | 74.33 | Not recorded | 68fa72901e209131cea5718d | | DRA | 72.91 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 69.57 | Not recorded | 68fa72901e209131cea5718d | | DRA | 68.73 | Not recorded | 68fa72901e209131cea5718d | ### MFA AUC: 85.1. Result ID: 699240f43a6c3148490da855. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### MFA AUC: 82.71. Result ID: 699240f43a6c3148490da852. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### MFA AUC: 82.62. Result ID: 699240f43a6c3148490da858. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### MFA AUC: 82.61. Result ID: 699240f43a6c3148490da84f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 81.2. Result ID: 699240f43a6c3148490da854. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 81.16. Result ID: 699240f43a6c3148490da857. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### DRA AUC: 79.16. Result ID: 699240f43a6c3148490da856. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 76.11. Result ID: 699240f43a6c3148490da851. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### DRA AUC: 74.33. Result ID: 699240f43a6c3148490da853. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### DRA AUC: 72.91. Result ID: 699240f43a6c3148490da84d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 69.57. Result ID: 699240f43a6c3148490da84e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### DRA AUC: 68.73. Result ID: 699240f43a6c3148490da850. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.