# Anomaly Segmentation on LiverCT BTCV + LiTs Source: [Anomaly Segmentation on LiverCT BTCV + LiTs]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:40.250Z Evaluation of Anomaly Segmentation performance using the combined LiverCT, BTCV, and LiTS datasets, reporting Area Under the Curve (AUC) scores. 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 Segmentation | | 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 | 99.79 | Not recorded | 68fa72901e209131cea5718d | | MFA | 99.73 | Not recorded | 68fa72901e209131cea5718d | | MFA | 99.73 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 99.64 | Not recorded | 68fa72901e209131cea5718d | | BGAD | 99.25 | Not recorded | 68fa72901e209131cea5718d | | BGAD | 99 | Not recorded | 68fa72901e209131cea5718d | | BGAD | 98.88 | Not recorded | 68fa72901e209131cea5718d | | BGAD | 98.71 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 97.56 | Not recorded | 68fa72901e209131cea5718d | | MFA | 96.57 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 96.24 | Not recorded | 68fa72901e209131cea5718d | | APRIL-GAN | 95.87 | Not recorded | 68fa72901e209131cea5718d | | DRA | 93 | Not recorded | 68fa72901e209131cea5718d | | DRA | 81.78 | Not recorded | 68fa72901e209131cea5718d | | DRA | 71.79 | Not recorded | 68fa72901e209131cea5718d | | DRA | 63.13 | Not recorded | 68fa72901e209131cea5718d | ### MFA AUC: 99.79. Result ID: 699240f43a6c3148490da8ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### MFA AUC: 99.73. Result ID: 699240f43a6c3148490da8a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### MFA AUC: 99.73. Result ID: 699240f43a6c3148490da8b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 99.64. Result ID: 699240f43a6c3148490da8af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### BGAD AUC: 99.25. Result ID: 699240f43a6c3148490da8ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### BGAD AUC: 99. Result ID: 699240f43a6c3148490da8aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### BGAD AUC: 98.88. Result ID: 699240f43a6c3148490da8a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### BGAD AUC: 98.71. Result ID: 699240f43a6c3148490da8a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 97.56. Result ID: 699240f43a6c3148490da8ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### MFA AUC: 96.57. Result ID: 699240f43a6c3148490da8a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 96.24. Result ID: 699240f43a6c3148490da8a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### APRIL-GAN AUC: 95.87. Result ID: 699240f43a6c3148490da8a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"2"}. This record does not assert independent reproduction. ### DRA AUC: 93. Result ID: 699240f43a6c3148490da8ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"16"}. This record does not assert independent reproduction. ### DRA AUC: 81.78. Result ID: 699240f43a6c3148490da8a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"8"}. This record does not assert independent reproduction. ### DRA AUC: 71.79. Result ID: 699240f43a6c3148490da8a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot Number":"4"}. This record does not assert independent reproduction. ### DRA AUC: 63.13. Result ID: 699240f43a6c3148490da8a1. [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.