# OOD Detection on LIZ-IG Source: [OOD Detection on LIZ-IG]() Collection index: [llms.txt]() Data updated: 2026-04-01T08:55:34.456Z Evaluation of Out-of-Distribution (OOD) detection performance on the LIZ-IG dataset, reporting 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) | LIZ-IG | | Metric | AUROC | | Unit | PERCENT | | 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: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | AQA .75 | 77 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AVG | 77 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA 0.60 | 76 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA .9 | 75 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ICA | 71 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | BCA | 68 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | QFR | 68 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 50 | 68 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 20 | 67 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .3 | 67 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 10 | 65 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .5 | 61 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .7 | 56 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | GMM-Int | 49 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | GMM-Spa | 49 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | GMM-All | 45 | Not recorded | 69cca6a90636e5bf4afcbcc5 | ### AQA .75 AUROC: 77. Result ID: 69ccdd7347f34ce924b6b163. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".75"}. This record does not assert independent reproduction. ### AVG AUROC: 77. Result ID: 69ccdd7347f34ce924b6b164. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### AQA 0.60 AUROC: 76. Result ID: 69ccdd7347f34ce924b6b160. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":"0.60"}. This record does not assert independent reproduction. ### AQA .9 AUROC: 75. Result ID: 69ccdd7347f34ce924b6b165. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".9"}. This record does not assert independent reproduction. ### ICA AUROC: 71. Result ID: 69ccdd7347f34ce924b6b15b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### BCA AUROC: 68. Result ID: 69ccdd7347f34ce924b6b159. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### QFR AUROC: 68. Result ID: 69ccdd7347f34ce924b6b15d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### PLM 50 AUROC: 68. Result ID: 69ccdd7347f34ce924b6b15f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Patch Size":"50"}. This record does not assert independent reproduction. ### PLM 20 AUROC: 67. Result ID: 69ccdd7347f34ce924b6b162. [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: 67. Result ID: 69ccdd7347f34ce924b6b167. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".3"}. This record does not assert independent reproduction. ### PLM 10 AUROC: 65. Result ID: 69ccdd7347f34ce924b6b161. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Patch Size":"10"}. This record does not assert independent reproduction. ### ATA .5 AUROC: 61. Result ID: 69ccdd7347f34ce924b6b166. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".5"}. This record does not assert independent reproduction. ### ATA .7 AUROC: 56. Result ID: 69ccdd7347f34ce924b6b168. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".7"}. This record does not assert independent reproduction. ### GMM-Int AUROC: 49. Result ID: 69ccdd7347f34ce924b6b15c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### GMM-Spa AUROC: 49. Result ID: 69ccdd7347f34ce924b6b15e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### GMM-All AUROC: 45. Result ID: 69ccdd7347f34ce924b6b15a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.