# Anomaly Classification on BrainMRI BraTS 2021 Source: [Anomaly Classification on BrainMRI BraTS 2021]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:40.229Z Evaluation of Anomaly Classification performance on the BrainMRI BraTS 2021 dataset, typically 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) | BrainMRI BraTS 2021 | | Metric | AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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: SCALAR. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | MFA | 0.944 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 0.9403 | Not recorded | 68fa72901e209131cea5718d | | MFA | 0.9272 | Not recorded | 68fa72901e209131cea5718d | | MFA | 0.9261 | Not recorded | 68fa72901e209131cea5718d | | MFA | 0.9244 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 0.8918 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 0.8841 | Not recorded | 68fa72901e209131cea5718d | | BGAD | 0.8805 | Not recorded | 68fa72901e209131cea5718d | | BGAD | 0.8801 | Not recorded | 68fa72901e209131cea5718d | | DRA | 0.8594 | Not recorded | 68fa72901e209131cea5718d | | BGAD | 0.8356 | Not recorded | 68fa72901e209131cea5718d | | DRA | 0.8299 | Not recorded | 68fa72901e209131cea5718d | | DRA | 0.8062 | Not recorded | 68fa72901e209131cea5718d | | BGAD | 0.787 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 0.7845 | Not recorded | 68fa72901e209131cea5718d | | DRA | 0.7178 | Not recorded | 68fa72901e209131cea5718d | ### MFA AUC: 0.944. Result ID: 699240f43a6c3148490da880. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 0.9403. Result ID: 699240f43a6c3148490da87f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### MFA AUC: 0.9272. Result ID: 699240f43a6c3148490da874. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### MFA AUC: 0.9261. Result ID: 699240f43a6c3148490da87c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### MFA AUC: 0.9244. Result ID: 699240f43a6c3148490da878. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 0.8918. Result ID: 699240f43a6c3148490da877. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 0.8841. Result ID: 699240f43a6c3148490da87b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### BGAD AUC: 0.8805. Result ID: 699240f43a6c3148490da87e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### BGAD AUC: 0.8801. Result ID: 699240f43a6c3148490da87a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### DRA AUC: 0.8594. Result ID: 699240f43a6c3148490da879. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### BGAD AUC: 0.8356. Result ID: 699240f43a6c3148490da876. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### DRA AUC: 0.8299. Result ID: 699240f43a6c3148490da87d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### DRA AUC: 0.8062. Result ID: 699240f43a6c3148490da875. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### BGAD AUC: 0.787. Result ID: 699240f43a6c3148490da872. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 0.7845. Result ID: 699240f43a6c3148490da873. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### DRA AUC: 0.7178. Result ID: 699240f43a6c3148490da871. [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.