# Medical Anomaly Detection on BraTS 2020 Source: [Medical Anomaly Detection on BraTS 2020]() Collection index: [llms.txt]() Data updated: 2026-04-09T23:49:01.818Z Evaluation of Medical Anomaly Detection performance using the BraTS 2020 dataset, reporting metrics such as Dice coefficient and Area Under the Precision-Recall Curve (AUPRC). 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 | Medical Anomaly Detection | | Dataset (including any stated split) | BraTS 2020 | | Metric | Dice Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Dice Score](): Higher is better; unit: PERCENT. - [AUPRC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Dice Score | Result date | Report paper | | --- | --- | --- | --- | | RASALoRE | 70.57 | Not recorded | 68fa7c071e209131cea8bf57 | | R.Without MedSAM | 69.8 | Not recorded | 68fa7c071e209131cea8bf57 | | DDPT | 61.53 | Not recorded | 68fa7c071e209131cea8bf57 | | AME-CAM | 52.22 | Not recorded | 68fa7c071e209131cea8bf57 | | Yoo et al. (All) | 49.91 | Not recorded | 68fa7c071e209131cea8bf57 | | M+DDPT(b) | 43.44 | Not recorded | 68fa7c071e209131cea8bf57 | | M+DDPT(p) | 37.66 | Not recorded | 68fa7c071e209131cea8bf57 | | AnoFPDM | 37.18 | Not recorded | 68fa7c071e209131cea8bf57 | | M2+DDPT(b) | 35.58 | Not recorded | 68fa7c071e209131cea8bf57 | | LA-GAN | 34.14 | Not recorded | 68fa7c071e209131cea8bf57 | | M2+DDPT(p) | 32.57 | Not recorded | 68fa7c071e209131cea8bf57 | | CAE | 26.36 | Not recorded | 68fa7c071e209131cea8bf57 | | Yoo et al. (T2) | 22.76 | Not recorded | 68fa7c071e209131cea8bf57 | | DAE | 21.33 | Not recorded | 68fa7c071e209131cea8bf57 | | VQVAE | 17.27 | Not recorded | 68fa7c071e209131cea8bf57 | | AE | 14.26 | Not recorded | 68fa7c071e209131cea8bf57 | | TS-CAM | 6.13 | Not recorded | 68fa7c071e209131cea8bf57 | ### RASALoRE Dice Score: 70.57. Result ID: 69d83ade47f34ce924c0166f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### R.Without MedSAM Dice Score: 69.8. Result ID: 69d83ade47f34ce924c01670. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Without MedSAM"}. This record does not assert independent reproduction. ### DDPT Dice Score: 61.53. Result ID: 69d83ade47f34ce924c0166a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AME-CAM Dice Score: 52.22. Result ID: 69d83ade47f34ce924c01666. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### Yoo et al. (All) Dice Score: 49.91. Result ID: 69d83ade47f34ce924c01669. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD","Modality":"All"}. This record does not assert independent reproduction. ### M+DDPT(b) Dice Score: 43.44. Result ID: 69d83ade47f34ce924c0166e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM+DDPT","Prompt":"box"}. This record does not assert independent reproduction. ### M+DDPT(p) Dice Score: 37.66. Result ID: 69d83ade47f34ce924c0166d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM+DDPT","Prompt":"point"}. This record does not assert independent reproduction. ### AnoFPDM Dice Score: 37.18. Result ID: 69d83ade47f34ce924c01667. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### M2+DDPT(b) Dice Score: 35.58. Result ID: 69d83ade47f34ce924c0166c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM2+DDPT","Prompt":"box"}. This record does not assert independent reproduction. ### LA-GAN Dice Score: 34.14. Result ID: 69d83ade47f34ce924c01665. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### M2+DDPT(p) Dice Score: 32.57. Result ID: 69d83ade47f34ce924c0166b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM2+DDPT","Prompt":"point"}. This record does not assert independent reproduction. ### CAE Dice Score: 26.36. Result ID: 69d83ade47f34ce924c01664. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### Yoo et al. (T2) Dice Score: 22.76. Result ID: 69d83ade47f34ce924c01668. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD","Modality":"T2"}. This record does not assert independent reproduction. ### DAE Dice Score: 21.33. Result ID: 69d83ade47f34ce924c01661. [Reporting paper]() Recorded evaluation configuration: {"Approach":"UAD"}. This record does not assert independent reproduction. ### VQVAE Dice Score: 17.27. Result ID: 69d83ade47f34ce924c01662. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"UAD"}. This record does not assert independent reproduction. ### AE Dice Score: 14.26. Result ID: 69d83ade47f34ce924c01660. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"UAD"}. This record does not assert independent reproduction. ### TS-CAM Dice Score: 6.13. Result ID: 69d83ade47f34ce924c01663. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.