# Anomaly Classification on ChestXray RSNA Source: [Anomaly Classification on ChestXray RSNA]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:40.208Z Evaluation of Anomaly Classification performance on the ChestXray RSNA dataset, typically measured using 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) | ChestXray RSNA | | 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 | 85.72 | Not recorded | 68fa72901e209131cea5718d | | DRA | 85.01 | Not recorded | 68fa72901e209131cea5718d | | MFA | 83.89 | Not recorded | 68fa72901e209131cea5718d | | DRA | 82.7 | Not recorded | 68fa72901e209131cea5718d | | MFA | 81.95 | Not recorded | 68fa72901e209131cea5718d | | MFA | 81.32 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 78.62 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 77.43 | Not recorded | 68fa72901e209131cea5718d | | DRA | 75.81 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 73.69 | Not recorded | 68fa72901e209131cea5718d | | DRA | 72.22 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 69.84 | Not recorded | 68fa72901e209131cea5718d | ### MFA AUC: 85.72. Result ID: 699240f43a6c3148490da864. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### DRA AUC: 85.01. Result ID: 699240f43a6c3148490da862. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### MFA AUC: 83.89. Result ID: 699240f43a6c3148490da861. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### DRA AUC: 82.7. Result ID: 699240f43a6c3148490da85f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### MFA AUC: 81.95. Result ID: 699240f43a6c3148490da85e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### MFA AUC: 81.32. Result ID: 699240f43a6c3148490da85b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 78.62. Result ID: 699240f43a6c3148490da863. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 77.43. Result ID: 699240f43a6c3148490da85d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### DRA AUC: 75.81. Result ID: 699240f43a6c3148490da85c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 73.69. Result ID: 699240f43a6c3148490da860. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### DRA AUC: 72.22. Result ID: 699240f43a6c3148490da859. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 69.84. Result ID: 699240f43a6c3148490da85a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.