# Medical Anomaly Detection on BraTS 2021 Source: [Medical Anomaly Detection on BraTS 2021]() Collection index: [llms.txt]() Data updated: 2026-04-09T23:49:01.850Z Evaluation of Medical Anomaly Detection performance using the BraTS 2021 dataset, reporting metrics such as Dice score and 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 2021 | | 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 | 70.85 | Not recorded | 68fa7c071e209131cea8bf57 | | R.Without MedSAM | 68.87 | Not recorded | 68fa7c071e209131cea8bf57 | | Yoo et al. (All) | 63.33 | Not recorded | 68fa7c071e209131cea8bf57 | | DDPT | 51.72 | Not recorded | 68fa7c071e209131cea8bf57 | | M+DDPT(b) | 51.19 | Not recorded | 68fa7c071e209131cea8bf57 | | AME-CAM | 50.43 | Not recorded | 68fa7c071e209131cea8bf57 | | M+DDPT(p) | 43.44 | Not recorded | 68fa7c071e209131cea8bf57 | | LA-GAN | 42.75 | Not recorded | 68fa7c071e209131cea8bf57 | | AnoFPDM | 41.83 | Not recorded | 68fa7c071e209131cea8bf57 | | M2+DDPT(b) | 37.24 | Not recorded | 68fa7c071e209131cea8bf57 | | M2+DDPT(p) | 34.73 | Not recorded | 68fa7c071e209131cea8bf57 | | VQVAE | 25.69 | Not recorded | 68fa7c071e209131cea8bf57 | | CAE | 23.82 | Not recorded | 68fa7c071e209131cea8bf57 | | DAE | 14.38 | Not recorded | 68fa7c071e209131cea8bf57 | | Yoo et al. (T2) | 11.94 | Not recorded | 68fa7c071e209131cea8bf57 | | AE | 11.83 | Not recorded | 68fa7c071e209131cea8bf57 | | TS-CAM | 6.74 | Not recorded | 68fa7c071e209131cea8bf57 | ### RASALoRE Dice Score: 70.85. Result ID: 69d83ade47f34ce924c01680. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### R.Without MedSAM Dice Score: 68.87. Result ID: 69d83ade47f34ce924c01681. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Without MedSAM"}. This record does not assert independent reproduction. ### Yoo et al. (All) Dice Score: 63.33. Result ID: 69d83ade47f34ce924c0167a. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD","Modality":"All"}. This record does not assert independent reproduction. ### DDPT Dice Score: 51.72. Result ID: 69d83ade47f34ce924c0167b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### M+DDPT(b) Dice Score: 51.19. Result ID: 69d83ade47f34ce924c0167f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM+DDPT","Prompt":"box"}. This record does not assert independent reproduction. ### AME-CAM Dice Score: 50.43. Result ID: 69d83ade47f34ce924c01677. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### M+DDPT(p) Dice Score: 43.44. Result ID: 69d83ade47f34ce924c0167e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM+DDPT","Prompt":"point"}. This record does not assert independent reproduction. ### LA-GAN Dice Score: 42.75. Result ID: 69d83ade47f34ce924c01676. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### AnoFPDM Dice Score: 41.83. Result ID: 69d83ade47f34ce924c01678. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### M2+DDPT(b) Dice Score: 37.24. Result ID: 69d83ade47f34ce924c0167d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM2+DDPT","Prompt":"box"}. This record does not assert independent reproduction. ### M2+DDPT(p) Dice Score: 34.73. Result ID: 69d83ade47f34ce924c0167c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM2+DDPT","Prompt":"point"}. This record does not assert independent reproduction. ### VQVAE Dice Score: 25.69. Result ID: 69d83ade47f34ce924c01673. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"UAD"}. This record does not assert independent reproduction. ### CAE Dice Score: 23.82. Result ID: 69d83ade47f34ce924c01675. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### DAE Dice Score: 14.38. Result ID: 69d83ade47f34ce924c01672. [Reporting paper]() Recorded evaluation configuration: {"Approach":"UAD"}. This record does not assert independent reproduction. ### Yoo et al. (T2) Dice Score: 11.94. Result ID: 69d83ade47f34ce924c01679. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD","Modality":"T2"}. This record does not assert independent reproduction. ### AE Dice Score: 11.83. Result ID: 69d83ade47f34ce924c01671. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"UAD"}. This record does not assert independent reproduction. ### TS-CAM Dice Score: 6.74. Result ID: 69d83ade47f34ce924c01674. [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.