# Out-of-Distribution Detection on ImageNet-A-R-S-V2 vs original ImageNet (variant of setup-iii) Source: [Out-of-Distribution Detection on ImageNet-A-R-S-V2 vs original ImageNet (variant of setup-iii)]() Collection index: [llms.txt]() Data updated: 2026-04-24T08:25:50.431Z Evaluation of Out-of-Distribution Detection performance comparing models against the combined ImageNet-A, ImageNet-R, ImageNet-S, and ImageNet-V2 variants against the original ImageNet, following setup-iii specifications. 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) | ImageNet-A-R-S-V2 vs original ImageNet (variant of setup-iii) | | Metric | AUC | | 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 - [AUC](): Higher is better; unit: PERCENT. - [FPR](): Lower is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | CoOD\* | 80.1 | Not recorded | 69eaf93555a3c32af89f8aab | | CoOD | 79.6 | Not recorded | 69eaf93555a3c32af89f8aab | | GL | 69 | Not recorded | 69eaf93555a3c32af89f8aab | | NEG\* | 68.5 | Not recorded | 69eaf93555a3c32af89f8aab | | CoOD-F | 68.3 | Not recorded | 69eaf93555a3c32af89f8aab | | Gap | 67.6 | Not recorded | 69eaf93555a3c32af89f8aab | | EOE\* | 67 | Not recorded | 69eaf93555a3c32af89f8aab | | MCM | 66.3 | Not recorded | 69eaf93555a3c32af89f8aab | | Dual | 65.7 | Not recorded | 69eaf93555a3c32af89f8aab | | CSP\* | 65 | Not recorded | 69eaf93555a3c32af89f8aab | | ViM | 64.7 | Not recorded | 69eaf93555a3c32af89f8aab | | ∆E | 63.6 | Not recorded | 69eaf93555a3c32af89f8aab | | MLS | 61.3 | Not recorded | 69eaf93555a3c32af89f8aab | | EBO | 59.4 | Not recorded | 69eaf93555a3c32af89f8aab | | ODIN | 58 | Not recorded | 69eaf93555a3c32af89f8aab | | COOK | 50.8 | Not recorded | 69eaf93555a3c32af89f8aab | | KL | 49.8 | Not recorded | 69eaf93555a3c32af89f8aab | ### CoOD\* AUC: 80.1. Result ID: 69eb28fb47f34ce924d36185. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OOD Detector":"CoOD\*"}. This record does not assert independent reproduction. ### CoOD AUC: 79.6. Result ID: 69eb28fb47f34ce924d36184. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OOD Detector":"CoOD"}. This record does not assert independent reproduction. ### GL AUC: 69. Result ID: 69eb28fb47f34ce924d3617c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OOD Detector":"GL"}. This record does not assert independent reproduction. ### NEG\* AUC: 68.5. Result ID: 69eb28fb47f34ce924d3617e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OOD Detector":"NEG\*"}. This record does not assert independent reproduction. ### CoOD-F AUC: 68.3. Result ID: 69eb28fb47f34ce924d36183. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OOD Detector":"CoOD-F"}. This record does not assert independent reproduction. ### Gap AUC: 67.6. Result ID: 69eb28fb47f34ce924d3617b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OOD Detector":"Gap"}. This record does not assert independent reproduction. ### EOE\* AUC: 67. Result ID: 69eb28fb47f34ce924d3617d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OOD Detector":"EOE\*"}. This record does not assert independent reproduction. ### MCM AUC: 66.3. Result ID: 69eb28fb47f34ce924d3617a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"OOD Detector":"MCM"}. This record does not assert independent reproduction. ### Dual AUC: 65.7. Result ID: 69eb28fb47f34ce924d3617f. [Reporting paper]() Recorded evaluation configuration: {"OOD Detector":"Dual"}. This record does not assert independent reproduction. ### CSP\* AUC: 65. Result ID: 69eb28fb47f34ce924d36180. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OOD Detector":"CSP\*"}. This record does not assert independent reproduction. ### ViM AUC: 64.7. Result ID: 69eb28fb47f34ce924d36178. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"OOD Detector":"ViM"}. This record does not assert independent reproduction. ### ∆E AUC: 63.6. Result ID: 69eb28fb47f34ce924d36182. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OOD Detector":"∆E"}. This record does not assert independent reproduction. ### MLS AUC: 61.3. Result ID: 69eb28fb47f34ce924d36175. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OOD Detector":"MLS"}. This record does not assert independent reproduction. ### EBO AUC: 59.4. Result ID: 69eb28fb47f34ce924d36177. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OOD Detector":"EBO"}. This record does not assert independent reproduction. ### ODIN AUC: 58. Result ID: 69eb28fb47f34ce924d36179. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"OOD Detector":"ODIN"}. This record does not assert independent reproduction. ### COOK AUC: 50.8. Result ID: 69eb28fb47f34ce924d36181. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OOD Detector":"COOK"}. This record does not assert independent reproduction. ### KL AUC: 49.8. Result ID: 69eb28fb47f34ce924d36176. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OOD Detector":"KL"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.