# OoD Detection on WEED-Hand Source: [OoD Detection on WEED-Hand]() Collection index: [llms.txt]() Data updated: 2026-04-01T08:55:34.527Z Evaluation of Out-of-Distribution (OoD) Detection performance on the WEED-Hand dataset, typically measured using 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) | WEED-Hand | | 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 | | --- | --- | --- | --- | | GMM-All | 95 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | GMM-Int | 91 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | GMM-Spa | 85 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | BCA | 58 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | QFR | 58 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ICA | 57 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 50 | 57 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 20 | 56 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 10 | 49 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .5 | 43 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .3 | 42 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .7 | 35 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA 0.60 | 33 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA .75 | 33 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AVG | 33 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA .9 | 32 | Not recorded | 69cca6a90636e5bf4afcbcc5 | ### GMM-All AUROC: 95. Result ID: 69ccdd7347f34ce924b6b17a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### GMM-Int AUROC: 91. Result ID: 69ccdd7347f34ce924b6b17c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### GMM-Spa AUROC: 85. Result ID: 69ccdd7347f34ce924b6b17e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### BCA AUROC: 58. Result ID: 69ccdd7347f34ce924b6b179. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### QFR AUROC: 58. Result ID: 69ccdd7347f34ce924b6b17d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### ICA AUROC: 57. Result ID: 69ccdd7347f34ce924b6b17b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### PLM 50 AUROC: 57. Result ID: 69ccdd7347f34ce924b6b17f. [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: 56. Result ID: 69ccdd7347f34ce924b6b182. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Patch Size":"20"}. This record does not assert independent reproduction. ### PLM 10 AUROC: 49. Result ID: 69ccdd7347f34ce924b6b181. [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: 43. Result ID: 69ccdd7347f34ce924b6b186. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".5"}. This record does not assert independent reproduction. ### ATA .3 AUROC: 42. Result ID: 69ccdd7347f34ce924b6b187. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".3"}. This record does not assert independent reproduction. ### ATA .7 AUROC: 35. Result ID: 69ccdd7347f34ce924b6b188. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".7"}. This record does not assert independent reproduction. ### AQA 0.60 AUROC: 33. Result ID: 69ccdd7347f34ce924b6b180. [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: 33. Result ID: 69ccdd7347f34ce924b6b183. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".75"}. This record does not assert independent reproduction. ### AVG AUROC: 33. Result ID: 69ccdd7347f34ce924b6b184. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### AQA .9 AUROC: 32. Result ID: 69ccdd7347f34ce924b6b185. [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.