# Medical Anomaly Detection on Medical Segmentation Decathlon (MSD) Source: [Medical Anomaly Detection on Medical Segmentation Decathlon (MSD)]() Collection index: [llms.txt]() Data updated: 2026-04-09T23:49:01.925Z Evaluation of Medical Anomaly Detection performance on the Medical Segmentation Decathlon (MSD) dataset, reporting Dice and AUPRC metrics. 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) | Medical Segmentation Decathlon (MSD) | | 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 | 61.37 | Not recorded | 68fa7c071e209131cea8bf57 | | R.Without MedSAM | 61.34 | Not recorded | 68fa7c071e209131cea8bf57 | | AME-CAM | 51.91 | Not recorded | 68fa7c071e209131cea8bf57 | | DDPT | 48.71 | Not recorded | 68fa7c071e209131cea8bf57 | | Yoo et al. (All) | 47.81 | Not recorded | 68fa7c071e209131cea8bf57 | | M+DDPT(b) | 46.46 | Not recorded | 68fa7c071e209131cea8bf57 | | M2+DDPT(b) | 45.9 | Not recorded | 68fa7c071e209131cea8bf57 | | M2+DDPT(p) | 43.43 | Not recorded | 68fa7c071e209131cea8bf57 | | AnoFPDM | 43.42 | Not recorded | 68fa7c071e209131cea8bf57 | | M+DDPT(p) | 38.08 | Not recorded | 68fa7c071e209131cea8bf57 | | LA-GAN | 33.63 | Not recorded | 68fa7c071e209131cea8bf57 | | DAE | 32.13 | Not recorded | 68fa7c071e209131cea8bf57 | | CAE | 27.96 | Not recorded | 68fa7c071e209131cea8bf57 | | VQVAE | 19.44 | Not recorded | 68fa7c071e209131cea8bf57 | | AE | 14.96 | Not recorded | 68fa7c071e209131cea8bf57 | | Yoo et al. (T2) | 12.09 | Not recorded | 68fa7c071e209131cea8bf57 | | TS-CAM | 7.81 | Not recorded | 68fa7c071e209131cea8bf57 | ### RASALoRE Dice Score (%): 61.37. Result ID: 69d83ade47f34ce924c016a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### R.Without MedSAM Dice Score (%): 61.34. Result ID: 69d83ade47f34ce924c016a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Without MedSAM"}. This record does not assert independent reproduction. ### AME-CAM Dice Score (%): 51.91. Result ID: 69d83ade47f34ce924c01699. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### DDPT Dice Score (%): 48.71. Result ID: 69d83ade47f34ce924c0169d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Yoo et al. (All) Dice Score (%): 47.81. Result ID: 69d83ade47f34ce924c0169c. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD","Modality":"All"}. This record does not assert independent reproduction. ### M+DDPT(b) Dice Score (%): 46.46. Result ID: 69d83ade47f34ce924c016a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM+DDPT","Prompt":"box"}. This record does not assert independent reproduction. ### M2+DDPT(b) Dice Score (%): 45.9. Result ID: 69d83ade47f34ce924c0169f. [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 (%): 43.43. Result ID: 69d83ade47f34ce924c0169e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM2+DDPT","Prompt":"point"}. This record does not assert independent reproduction. ### AnoFPDM Dice Score (%): 43.42. Result ID: 69d83ade47f34ce924c0169a. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### M+DDPT(p) Dice Score (%): 38.08. Result ID: 69d83ade47f34ce924c016a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MedSAM+DDPT","Prompt":"point"}. This record does not assert independent reproduction. ### LA-GAN Dice Score (%): 33.63. Result ID: 69d83ade47f34ce924c01698. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### DAE Dice Score (%): 32.13. Result ID: 69d83ade47f34ce924c01694. [Reporting paper]() Recorded evaluation configuration: {"Approach":"UAD"}. This record does not assert independent reproduction. ### CAE Dice Score (%): 27.96. Result ID: 69d83ade47f34ce924c01697. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"WSAD"}. This record does not assert independent reproduction. ### VQVAE Dice Score (%): 19.44. Result ID: 69d83ade47f34ce924c01695. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"UAD"}. This record does not assert independent reproduction. ### AE Dice Score (%): 14.96. Result ID: 69d83ade47f34ce924c01693. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"UAD"}. This record does not assert independent reproduction. ### Yoo et al. (T2) Dice Score (%): 12.09. Result ID: 69d83ade47f34ce924c0169b. [Reporting paper]() Recorded evaluation configuration: {"Approach":"WSAD","Modality":"T2"}. This record does not assert independent reproduction. ### TS-CAM Dice Score (%): 7.81. Result ID: 69d83ade47f34ce924c01696. [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.