# Out-of-Distribution Detection on CAR-CS Source: [Out-of-Distribution Detection on CAR-CS]() Collection index: [llms.txt]() Data updated: 2026-04-01T08:55:34.417Z Evaluation of Out-of-Distribution (OOD) Detection performance using the CAR-CS dataset, reporting metrics such as 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 | Out-of-Distribution Detection | | Dataset (including any stated split) | CAR-CS | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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-Spa | 100 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | GMM-All | 100 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | GMM-Spa | 100 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | GMM-All | 99 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | BCA | 93 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ICA | 89 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | BCA | 89 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ICA | 84 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | GMM-Int | 79 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AVG | 78 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AVG | 74 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | GMM-Int | 73 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | QFR | 67 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA | 67 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA 0.60 | 64 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | QFR | 62 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA | 60 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA .75 | 60 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 50 | 46 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA .9 | 46 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM | 44 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 10 | 44 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA | 42 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 20 | 42 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM | 39 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM | 38 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .7 | 36 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .3 | 35 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .5 | 32 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA | 30 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA | 28 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA | 25 | Not recorded | 69cca6a90636e5bf4afcbcc5 | ### GMM-Spa AUROC: 100. Result ID: 69ccdd7347f34ce924b6b03b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"GMM-Spa"}. This record does not assert independent reproduction. ### GMM-All AUROC: 100. Result ID: 69ccdd7347f34ce924b6b12a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### GMM-Spa AUROC: 100. Result ID: 69ccdd7347f34ce924b6b12e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### GMM-All AUROC: 99. Result ID: 69ccdd7347f34ce924b6b039. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"GMM-All"}. This record does not assert independent reproduction. ### BCA AUROC: 93. Result ID: 69ccdd7347f34ce924b6b03c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"BCA"}. This record does not assert independent reproduction. ### ICA AUROC: 89. Result ID: 69ccdd7347f34ce924b6b03d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"ICA"}. This record does not assert independent reproduction. ### BCA AUROC: 89. Result ID: 69ccdd7347f34ce924b6b129. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### ICA AUROC: 84. Result ID: 69ccdd7347f34ce924b6b12b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### GMM-Int AUROC: 79. Result ID: 69ccdd7347f34ce924b6b03e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"GMM-Int"}. This record does not assert independent reproduction. ### AVG AUROC: 78. Result ID: 69ccdd7347f34ce924b6b044. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Averaging"}. This record does not assert independent reproduction. ### AVG AUROC: 74. Result ID: 69ccdd7347f34ce924b6b134. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### GMM-Int AUROC: 73. Result ID: 69ccdd7347f34ce924b6b12c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### QFR AUROC: 67. Result ID: 69ccdd7347f34ce924b6b03a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"QFR"}. This record does not assert independent reproduction. ### AQA AUROC: 67. Result ID: 69ccdd7347f34ce924b6b042. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameter":".6"}. This record does not assert independent reproduction. ### AQA 0.60 AUROC: 64. Result ID: 69ccdd7347f34ce924b6b130. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":"0.60"}. This record does not assert independent reproduction. ### QFR AUROC: 62. Result ID: 69ccdd7347f34ce924b6b12d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### AQA AUROC: 60. Result ID: 69ccdd7347f34ce924b6b041. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameter":".75"}. This record does not assert independent reproduction. ### AQA .75 AUROC: 60. Result ID: 69ccdd7347f34ce924b6b133. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".75"}. This record does not assert independent reproduction. ### PLM 50 AUROC: 46. Result ID: 69ccdd7347f34ce924b6b12f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Patch Size":"50"}. This record does not assert independent reproduction. ### AQA .9 AUROC: 46. Result ID: 69ccdd7347f34ce924b6b135. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".9"}. This record does not assert independent reproduction. ### PLM AUROC: 44. Result ID: 69ccdd7347f34ce924b6b043. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameter":"50"}. This record does not assert independent reproduction. ### PLM 10 AUROC: 44. Result ID: 69ccdd7347f34ce924b6b131. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Patch Size":"10"}. This record does not assert independent reproduction. ### AQA AUROC: 42. Result ID: 69ccdd7347f34ce924b6b03f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameter":".9"}. This record does not assert independent reproduction. ### PLM 20 AUROC: 42. Result ID: 69ccdd7347f34ce924b6b132. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Patch Size":"20"}. This record does not assert independent reproduction. ### PLM AUROC: 39. Result ID: 69ccdd7347f34ce924b6b040. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameter":"20"}. This record does not assert independent reproduction. ### PLM AUROC: 38. Result ID: 69ccdd7347f34ce924b6b045. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameter":"10"}. This record does not assert independent reproduction. ### ATA .7 AUROC: 36. Result ID: 69ccdd7347f34ce924b6b138. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".7"}. This record does not assert independent reproduction. ### ATA .3 AUROC: 35. Result ID: 69ccdd7347f34ce924b6b137. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".3"}. This record does not assert independent reproduction. ### ATA .5 AUROC: 32. Result ID: 69ccdd7347f34ce924b6b136. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".5"}. This record does not assert independent reproduction. ### ATA AUROC: 30. Result ID: 69ccdd7347f34ce924b6b047. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameter":".3"}. This record does not assert independent reproduction. ### ATA AUROC: 28. Result ID: 69ccdd7347f34ce924b6b048. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameter":".7"}. This record does not assert independent reproduction. ### ATA AUROC: 25. Result ID: 69ccdd7347f34ce924b6b046. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameter":".5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.