# Medical Anomaly Detection on BraTS 2023 Source: [Medical Anomaly Detection on BraTS 2023]() Collection index: [llms.txt]() Data updated: 2026-04-09T23:49:01.888Z Evaluation of Medical Anomaly Detection performance using the BraTS 2023 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 2023 | | Metric | Dice Coefficient | | 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 Coefficient](): Higher is better; unit: PERCENT. - [AUPRC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Dice Coefficient | Result date | Report paper | | --- | --- | --- | --- | | R.Without MedSAM | 74.22 | Not recorded | 68fa7c071e209131cea8bf57 | | RASALoRE | 70.79 | Not recorded | 68fa7c071e209131cea8bf57 | | M2+DDPT(b) | 53.54 | Not recorded | 68fa7c071e209131cea8bf57 | | M+DDPT(b) | 50.4 | Not recorded | 68fa7c071e209131cea8bf57 | | AnoFPDM | 49.28 | Not recorded | 68fa7c071e209131cea8bf57 | | DDPT | 48.59 | Not recorded | 68fa7c071e209131cea8bf57 | | M2+DDPT(p) | 48.52 | Not recorded | 68fa7c071e209131cea8bf57 | | CAE | 46.98 | Not recorded | 68fa7c071e209131cea8bf57 | | LA-GAN | 40.57 | Not recorded | 68fa7c071e209131cea8bf57 | | M+DDPT(p) | 39.22 | Not recorded | 68fa7c071e209131cea8bf57 | | AME-CAM | 39.19 | Not recorded | 68fa7c071e209131cea8bf57 | | DAE | 34.16 | Not recorded | 68fa7c071e209131cea8bf57 | | Yoo et al. (All) | 23.41 | Not recorded | 68fa7c071e209131cea8bf57 | | VQVAE | 20.67 | Not recorded | 68fa7c071e209131cea8bf57 | | AE | 17.09 | Not recorded | 68fa7c071e209131cea8bf57 | | Yoo et al. (T2) | 12.2 | Not recorded | 68fa7c071e209131cea8bf57 | | TS-CAM | 9.13 | Not recorded | 68fa7c071e209131cea8bf57 | ### R.Without MedSAM Dice Coefficient: 74.22. Result ID: 69d83ade47f34ce924c01692. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Without MedSAM"}. This record does not assert independent reproduction. ### RASALoRE Dice Coefficient: 70.79. Result ID: 69d83ade47f34ce924c01691. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### M2+DDPT(b) Dice Coefficient: 53.54. Result ID: 69d83ade47f34ce924c0168e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM2+DDPT","Prompt":"box"}. This record does not assert independent reproduction. ### M+DDPT(b) Dice Coefficient: 50.4. Result ID: 69d83ade47f34ce924c01690. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM+DDPT","Prompt":"box"}. This record does not assert independent reproduction. ### AnoFPDM Dice Coefficient: 49.28. Result ID: 69d83ade47f34ce924c01689. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### DDPT Dice Coefficient: 48.59. Result ID: 69d83ade47f34ce924c0168c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### M2+DDPT(p) Dice Coefficient: 48.52. Result ID: 69d83ade47f34ce924c0168d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM2+DDPT","Prompt":"point"}. This record does not assert independent reproduction. ### CAE Dice Coefficient: 46.98. Result ID: 69d83ade47f34ce924c01686. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### LA-GAN Dice Coefficient: 40.57. Result ID: 69d83ade47f34ce924c01687. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### M+DDPT(p) Dice Coefficient: 39.22. Result ID: 69d83ade47f34ce924c0168f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM+DDPT","Prompt":"point"}. This record does not assert independent reproduction. ### AME-CAM Dice Coefficient: 39.19. Result ID: 69d83ade47f34ce924c01688. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### DAE Dice Coefficient: 34.16. Result ID: 69d83ade47f34ce924c01683. [Reporting paper]() Recorded evaluation configuration: {"Approach":"UAD"}. This record does not assert independent reproduction. ### Yoo et al. (All) Dice Coefficient: 23.41. Result ID: 69d83ade47f34ce924c0168b. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD","Modality":"All"}. This record does not assert independent reproduction. ### VQVAE Dice Coefficient: 20.67. Result ID: 69d83ade47f34ce924c01684. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"UAD"}. This record does not assert independent reproduction. ### AE Dice Coefficient: 17.09. Result ID: 69d83ade47f34ce924c01682. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"UAD"}. This record does not assert independent reproduction. ### Yoo et al. (T2) Dice Coefficient: 12.2. Result ID: 69d83ade47f34ce924c0168a. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD","Modality":"T2"}. This record does not assert independent reproduction. ### TS-CAM Dice Coefficient: 9.13. Result ID: 69d83ade47f34ce924c01685. [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.