# Out-of-Distribution Detection on Tiny ImageNet OOD Source: [Out-of-Distribution Detection on Tiny ImageNet OOD]() Collection index: [llms.txt]() Data updated: 2026-06-23T10:14:23.862Z Evaluation of Out-of-Distribution Detection performance using the Tiny ImageNet OOD 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 | Out-of-Distribution Detection | | Dataset (including any stated split) | Tiny ImageNet OOD | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 | | --- | --- | --- | --- | | LN | 79.88 | Not recorded | 68fa76a61e209131cea6e28f | | HEM- | 78.85 | Not recorded | 68fa76a61e209131cea6e28f | | LN | 78.67 | Not recorded | 68fa76a61e209131cea6e28f | | HEM- | 77.26 | Not recorded | 68fa76a61e209131cea6e28f | | LN | 76.99 | Not recorded | 68fa76a61e209131cea6e28f | | CE | 73.52 | Not recorded | 68fa76a61e209131cea6e28f | | HEM- | 72.18 | Not recorded | 68fa76a61e209131cea6e28f | | MM | 70.22 | Not recorded | 68fa76a61e209131cea6e28f | | MM | 69.09 | Not recorded | 68fa76a61e209131cea6e28f | | CE | 69.05 | Not recorded | 68fa76a61e209131cea6e28f | | CE | 68.3 | Not recorded | 68fa76a61e209131cea6e28f | | MM | 68.14 | Not recorded | 68fa76a61e209131cea6e28f | | DICE | 50 | Not recorded | 68fa76a61e209131cea6e28f | | DICE | 50 | Not recorded | 68fa76a61e209131cea6e28f | | DICE | 43.98 | Not recorded | 68fa76a61e209131cea6e28f | ### LN AUROC: 79.88. Result ID: 6a3a5c6dfbc373592c3693ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction. ### HEM- AUROC: 78.85. Result ID: 6a3a5c6dfbc373592c3693f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction. ### LN AUROC: 78.67. Result ID: 6a3a5c6dfbc373592c3693e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### HEM- AUROC: 77.26. Result ID: 6a3a5c6dfbc373592c3693e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### LN AUROC: 76.99. Result ID: 6a3a5c6dfbc373592c3693ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"inception"}. This record does not assert independent reproduction. ### CE AUROC: 73.52. Result ID: 6a3a5c6dfbc373592c3693e4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### HEM- AUROC: 72.18. Result ID: 6a3a5c6dfbc373592c3693ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"inception"}. This record does not assert independent reproduction. ### MM AUROC: 70.22. Result ID: 6a3a5c6dfbc373592c3693f1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction. ### MM AUROC: 69.09. Result ID: 6a3a5c6dfbc373592c3693e7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### CE AUROC: 69.05. Result ID: 6a3a5c6dfbc373592c3693e9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"inception"}. This record does not assert independent reproduction. ### CE AUROC: 68.3. Result ID: 6a3a5c6dfbc373592c3693ee. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction. ### MM AUROC: 68.14. Result ID: 6a3a5c6dfbc373592c3693ec. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"inception"}. This record does not assert independent reproduction. ### DICE AUROC: 50. Result ID: 6a3a5c6dfbc373592c3693eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"inception"}. This record does not assert independent reproduction. ### DICE AUROC: 50. Result ID: 6a3a5c6dfbc373592c3693f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction. ### DICE AUROC: 43.98. Result ID: 6a3a5c6dfbc373592c3693e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.