# Out-of-Distribution Detection on ImageNet-1k OOD Source: [Out-of-Distribution Detection on ImageNet-1k OOD]() Collection index: [llms.txt]() Data updated: 2026-06-23T10:14:23.946Z Evaluation of Out-of-Distribution Detection performance using the ImageNet-1k OOD dataset split. 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-1k 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 | 85.53 | Not recorded | 68fa76a61e209131cea6e28f | | HEM- | 85.09 | Not recorded | 68fa76a61e209131cea6e28f | | HEM- | 81.77 | Not recorded | 68fa76a61e209131cea6e28f | | LN | 78.09 | Not recorded | 68fa76a61e209131cea6e28f | | CE | 74.95 | Not recorded | 68fa76a61e209131cea6e28f | | CE | 72.88 | Not recorded | 68fa76a61e209131cea6e28f | | HEM- | 67.12 | Not recorded | 68fa76a61e209131cea6e28f | | LN | 64.3 | Not recorded | 68fa76a61e209131cea6e28f | | CE | 62.64 | Not recorded | 68fa76a61e209131cea6e28f | | MM | 60.5 | Not recorded | 68fa76a61e209131cea6e28f | | MM | 56.75 | Not recorded | 68fa76a61e209131cea6e28f | | MM | 54.16 | Not recorded | 68fa76a61e209131cea6e28f | | DICE | 51.34 | Not recorded | 68fa76a61e209131cea6e28f | | DICE | 43.83 | Not recorded | 68fa76a61e209131cea6e28f | | DICE | 38.17 | Not recorded | 68fa76a61e209131cea6e28f | ### LN AUROC: 85.53. Result ID: 6a3a5c6dfbc373592c369421. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### HEM- AUROC: 85.09. Result ID: 6a3a5c6dfbc373592c369429. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SwinT"}. This record does not assert independent reproduction. ### HEM- AUROC: 81.77. Result ID: 6a3a5c6dfbc373592c369424. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### LN AUROC: 78.09. Result ID: 6a3a5c6dfbc373592c369426. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SwinT"}. This record does not assert independent reproduction. ### CE AUROC: 74.95. Result ID: 6a3a5c6dfbc373592c369425. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SwinT"}. This record does not assert independent reproduction. ### CE AUROC: 72.88. Result ID: 6a3a5c6dfbc373592c369420. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### HEM- AUROC: 67.12. Result ID: 6a3a5c6dfbc373592c36942e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### LN AUROC: 64.3. Result ID: 6a3a5c6dfbc373592c36942b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CE AUROC: 62.64. Result ID: 6a3a5c6dfbc373592c36942a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### MM AUROC: 60.5. Result ID: 6a3a5c6dfbc373592c369423. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### MM AUROC: 56.75. Result ID: 6a3a5c6dfbc373592c36942d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### MM AUROC: 54.16. Result ID: 6a3a5c6dfbc373592c369428. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SwinT"}. This record does not assert independent reproduction. ### DICE AUROC: 51.34. Result ID: 6a3a5c6dfbc373592c369427. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SwinT"}. This record does not assert independent reproduction. ### DICE AUROC: 43.83. Result ID: 6a3a5c6dfbc373592c369422. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### DICE AUROC: 38.17. Result ID: 6a3a5c6dfbc373592c36942c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.