# OoD Detection on WORM-Pro Source: [OoD Detection on WORM-Pro]() Collection index: [llms.txt]() Data updated: 2026-04-01T08:55:34.607Z Evaluation of Out-of-Distribution (OoD) detection performance on the WORM-Pro dataset, specifically reporting the Area Under the ROC Curve (AUROC). 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 | OoD Detection | | Dataset (including any stated split) | WORM-Pro | | Metric | AUROC | | Unit | SCALAR | | 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 - [AUROC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | GMM-All | 1 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | GMM-Int | 1 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | BCA | 0.95 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ICA | 0.95 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | QFR | 0.91 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | GMM-Spa | 0.9 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 50 | 0.86 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 10 | 0.86 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 20 | 0.84 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .3 | 0.67 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .5 | 0.63 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .7 | 0.58 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AVG | 0.56 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA 0.60 | 0.55 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA .75 | 0.55 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA .9 | 0.54 | Not recorded | 69cca6a90636e5bf4afcbcc5 | ### GMM-All AUROC: 1. Result ID: 69ccdd7347f34ce924b6b19a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### GMM-Int AUROC: 1. Result ID: 69ccdd7347f34ce924b6b19c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### BCA AUROC: 0.95. Result ID: 69ccdd7347f34ce924b6b199. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### ICA AUROC: 0.95. Result ID: 69ccdd7347f34ce924b6b19b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### QFR AUROC: 0.91. Result ID: 69ccdd7347f34ce924b6b19d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### GMM-Spa AUROC: 0.9. Result ID: 69ccdd7347f34ce924b6b19e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### PLM 50 AUROC: 0.86. Result ID: 69ccdd7347f34ce924b6b19f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Patch Size":"50"}. This record does not assert independent reproduction. ### PLM 10 AUROC: 0.86. Result ID: 69ccdd7347f34ce924b6b1a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Patch Size":"10"}. This record does not assert independent reproduction. ### PLM 20 AUROC: 0.84. Result ID: 69ccdd7347f34ce924b6b1a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Patch Size":"20"}. This record does not assert independent reproduction. ### ATA .3 AUROC: 0.67. Result ID: 69ccdd7347f34ce924b6b1a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".3"}. This record does not assert independent reproduction. ### ATA .5 AUROC: 0.63. Result ID: 69ccdd7347f34ce924b6b1a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".5"}. This record does not assert independent reproduction. ### ATA .7 AUROC: 0.58. Result ID: 69ccdd7347f34ce924b6b1a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".7"}. This record does not assert independent reproduction. ### AVG AUROC: 0.56. Result ID: 69ccdd7347f34ce924b6b1a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### AQA 0.60 AUROC: 0.55. Result ID: 69ccdd7347f34ce924b6b1a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":"0.60"}. This record does not assert independent reproduction. ### AQA .75 AUROC: 0.55. Result ID: 69ccdd7347f34ce924b6b1a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".75"}. This record does not assert independent reproduction. ### AQA .9 AUROC: 0.54. Result ID: 69ccdd7347f34ce924b6b1a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".9"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.