# Anomaly Classification on LiverCT BTCV + LiTs Source: [Anomaly Classification on LiverCT BTCV + LiTs]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:19.015Z Evaluation of Anomaly Classification performance using the combined LiverCT, BTCV, and LiTs medical imaging datasets, 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) | LiverCT BTCV + LiTs | | Metric | AUC (%) | | Unit | PERCENT | | 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: PERCENT. ## Recorded results | Method | AUC (%) | Result date | Report paper | | --- | --- | --- | --- | | MFA | 85.9 | Not recorded | 68fa72901e209131cea5718d | | MFA | 83.85 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 82.94 | Not recorded | 68fa72901e209131cea5718d | | MFA | 81.18 | Not recorded | 68fa72901e209131cea5718d | | MFA | 81.08 | Not recorded | 68fa72901e209131cea5718d | | DRA | 80.89 | Not recorded | 68fa72901e209131cea5718d | | BGAD | 78.79 | Not recorded | 68fa72901e209131cea5718d | | BGAD | 74.6 | Not recorded | 68fa72901e209131cea5718d | | DRA | 72.53 | Not recorded | 68fa72901e209131cea5718d | | BGAD | 72.48 | Not recorded | 68fa72901e209131cea5718d | | BGAD | 72.27 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 62.38 | Not recorded | 68fa72901e209131cea5718d | | DRA | 59.64 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 57.8 | Not recorded | 68fa72901e209131cea5718d | | DRA | 57.17 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 53.05 | Not recorded | 68fa72901e209131cea5718d | ### MFA AUC (%): 85.9. Result ID: 699240f43a6c3148490da89c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### MFA AUC (%): 83.85. Result ID: 699240f43a6c3148490da8a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### APRIL-GAN AUC (%): 82.94. Result ID: 699240f43a6c3148490da89f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### MFA AUC (%): 81.18. Result ID: 699240f43a6c3148490da898. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### MFA AUC (%): 81.08. Result ID: 699240f43a6c3148490da894. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### DRA AUC (%): 80.89. Result ID: 699240f43a6c3148490da89d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### BGAD AUC (%): 78.79. Result ID: 699240f43a6c3148490da89e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### BGAD AUC (%): 74.6. Result ID: 699240f43a6c3148490da89a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### DRA AUC (%): 72.53. Result ID: 699240f43a6c3148490da899. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### BGAD AUC (%): 72.48. Result ID: 699240f43a6c3148490da896. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### BGAD AUC (%): 72.27. Result ID: 699240f43a6c3148490da892. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### APRIL-GAN AUC (%): 62.38. Result ID: 699240f43a6c3148490da89b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### DRA AUC (%): 59.64. Result ID: 699240f43a6c3148490da895. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### APRIL-GAN AUC (%): 57.8. Result ID: 699240f43a6c3148490da893. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### DRA AUC (%): 57.17. Result ID: 699240f43a6c3148490da891. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### APRIL-GAN AUC (%): 53.05. Result ID: 699240f43a6c3148490da897. [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.