# Out-of-Distribution Detection on ImageNet-1K ResNet-50 (test) Source: [Out-of-Distribution Detection on ImageNet-1K ResNet-50 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:35.707Z Evaluation of Out-of-Distribution Detection performance using ImageNet-1K (test set, potentially tied to a ResNet-50 configuration), reporting In-Distribution Accuracy (ID Acc.) and AUROC scores for Near-OOD and Far-OOD scenarios. 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 ResNet-50 (test) | | Metric | Near-OOD AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Near-OOD AUROC](): Higher is better; unit: PERCENT. - [Far-OOD AUROC](): Higher is better; unit: PERCENT. - [ID Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Near-OOD AUROC | Result date | Report paper | | --- | --- | --- | --- | | ASH | 78.22 | Not recorded | 698575dcc97a0b3e3b5d5ec4 | | ASH | 78.17 | Not recorded | 698575dcc97a0b3e3b5d5ec4 | | PLF | 78.08 | Not recorded | 698575dcc97a0b3e3b5d5ec4 | | VRA | 77.75 | Not recorded | 698575dcc97a0b3e3b5d5ec4 | | ReAct | 77.44 | Not recorded | 698575dcc97a0b3e3b5d5ec4 | | ReAct | 77.38 | Not recorded | 698575dcc97a0b3e3b5d5ec4 | | PLF | 76.82 | Not recorded | 698575dcc97a0b3e3b5d5ec4 | | VRA | 75.29 | Not recorded | 698575dcc97a0b3e3b5d5ec4 | | KNN | 71.48 | Not recorded | 698575dcc97a0b3e3b5d5ec4 | | KNN | 71.1 | Not recorded | 698575dcc97a0b3e3b5d5ec4 | ### ASH Near-OOD AUROC: 78.22. Result ID: 6998ed525698665ec451df8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Tuning Method":"Proposed tuning without OOD data"}. This record does not assert independent reproduction. ### ASH Near-OOD AUROC: 78.17. Result ID: 6998ed525698665ec451df89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Tuning Method":"OpenOOD Tuning (OpenImage-O)"}. This record does not assert independent reproduction. ### PLF Near-OOD AUROC: 78.08. Result ID: 6998ed525698665ec451df8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Tuning Method":"Proposed tuning without OOD data"}. This record does not assert independent reproduction. ### VRA Near-OOD AUROC: 77.75. Result ID: 6998ed525698665ec451df8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Tuning Method":"OpenOOD Tuning (OpenImage-O)"}. This record does not assert independent reproduction. ### ReAct Near-OOD AUROC: 77.44. Result ID: 6998ed525698665ec451df88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Tuning Method":"Proposed tuning without OOD data"}. This record does not assert independent reproduction. ### ReAct Near-OOD AUROC: 77.38. Result ID: 6998ed525698665ec451df87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Tuning Method":"OpenOOD Tuning (OpenImage-O)"}. This record does not assert independent reproduction. ### PLF Near-OOD AUROC: 76.82. Result ID: 6998ed525698665ec451df8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Tuning Method":"OpenOOD Tuning (OpenImage-O)"}. This record does not assert independent reproduction. ### VRA Near-OOD AUROC: 75.29. Result ID: 6998ed525698665ec451df90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Tuning Method":"Proposed tuning without OOD data"}. This record does not assert independent reproduction. ### KNN Near-OOD AUROC: 71.48. Result ID: 6998ed525698665ec451df8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Tuning Method":"Proposed tuning without OOD data"}. This record does not assert independent reproduction. ### KNN Near-OOD AUROC: 71.1. Result ID: 6998ed525698665ec451df8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Tuning Method":"OpenOOD Tuning (OpenImage-O)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.