# Out-of-Distribution Detection on Aggregated OOD benchmark 308 experiments (test) Source: [Out-of-Distribution Detection on Aggregated OOD benchmark 308 experiments (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:30.199Z Evaluation of Out-of-Distribution Detection performance on the specific test set derived from the aggregation of 308 experiments, reporting latency metrics. 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) | Aggregated OOD benchmark 308 experiments (test) | | Metric | Latency (s) | | Unit | TIME | | Direction | Lower 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 - [Latency (s)](): Lower is better; unit: TIME. ## Recorded results | Method | Latency (s) | Result date | Report paper | | --- | --- | --- | --- | | BinClass | 0.002 | Not recorded | 68fa6ee51e209131cea42b52 | | PbThresh | 0.002 | Not recorded | 68fa6ee51e209131cea42b52 | | ScoreSVM | 0.002 | Not recorded | 68fa6ee51e209131cea42b52 | | Energy | 0.003 | Not recorded | 68fa6ee51e209131cea42b52 | | Log.SVM | 0.003 | Not recorded | 68fa6ee51e209131cea42b52 | | MC-Dropout | 0.003 | Not recorded | 68fa6ee51e209131cea42b52 | | OutlierExposure | 0.003 | Not recorded | 68fa6ee51e209131cea42b52 | | ReAct | 0.003 | Not recorded | 68fa6ee51e209131cea42b52 | | ASH-B | 0.004 | Not recorded | 68fa6ee51e209131cea42b52 | | Log.SVM | 0.006 | Not recorded | 68fa6ee51e209131cea42b52 | | ScoreSVM | 0.006 | Not recorded | 68fa6ee51e209131cea42b52 | | BinClass | 0.007 | Not recorded | 68fa6ee51e209131cea42b52 | | MC-Dropout | 0.007 | Not recorded | 68fa6ee51e209131cea42b52 | | PbThresh | 0.007 | Not recorded | 68fa6ee51e209131cea42b52 | | Energy | 0.008 | Not recorded | 68fa6ee51e209131cea42b52 | | OutlierExposure | 0.008 | Not recorded | 68fa6ee51e209131cea42b52 | | ReAct | 0.008 | Not recorded | 68fa6ee51e209131cea42b52 | | NAP | 0.008 | Not recorded | 68fa6ee51e209131cea42b52 | | ASH-B | 0.009 | Not recorded | 68fa6ee51e209131cea42b52 | | GradNorm | 0.01 | Not recorded | 68fa6ee51e209131cea42b52 | | ODIN | 0.01 | Not recorded | 68fa6ee51e209131cea42b52 | | DeepEns. | 0.012 | Not recorded | 68fa6ee51e209131cea42b52 | | NAP | 0.015 | Not recorded | 68fa6ee51e209131cea42b52 | | GradNorm | 0.027 | Not recorded | 68fa6ee51e209131cea42b52 | | ODIN | 0.028 | Not recorded | 68fa6ee51e209131cea42b52 | | OpenMax | 0.035 | Not recorded | 68fa6ee51e209131cea42b52 | | DeepEns. | 0.038 | Not recorded | 68fa6ee51e209131cea42b52 | | OpenMax | 0.04 | Not recorded | 68fa6ee51e209131cea42b52 | | Mahalanobis | 0.086 | Not recorded | 68fa6ee51e209131cea42b52 | | Mahalanobis | 0.217 | Not recorded | 68fa6ee51e209131cea42b52 | | MeanShiftedAD | 0.231 | Not recorded | 68fa6ee51e209131cea42b52 | | MeanShiftedAD | 0.314 | Not recorded | 68fa6ee51e209131cea42b52 | ### BinClass Latency (s): 0.002. Result ID: 69907b043a6c31484900da73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### PbThresh Latency (s): 0.002. Result ID: 69907b043a6c31484900da89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### ScoreSVM Latency (s): 0.002. Result ID: 69907b043a6c31484900da8d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### Energy Latency (s): 0.003. Result ID: 69907b043a6c31484900da77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### Log.SVM Latency (s): 0.003. Result ID: 69907b043a6c31484900da7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### MC-Dropout Latency (s): 0.003. Result ID: 69907b043a6c31484900da7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### OutlierExposure Latency (s): 0.003. Result ID: 69907b043a6c31484900da87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### ReAct Latency (s): 0.003. Result ID: 69907b043a6c31484900da8b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### ASH-B Latency (s): 0.004. Result ID: 69907b043a6c31484900da71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### Log.SVM Latency (s): 0.006. Result ID: 69907b043a6c31484900da7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### ScoreSVM Latency (s): 0.006. Result ID: 69907b043a6c31484900da8e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### BinClass Latency (s): 0.007. Result ID: 69907b043a6c31484900da74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### MC-Dropout Latency (s): 0.007. Result ID: 69907b043a6c31484900da7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### PbThresh Latency (s): 0.007. Result ID: 69907b043a6c31484900da8a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### Energy Latency (s): 0.008. Result ID: 69907b043a6c31484900da78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### OutlierExposure Latency (s): 0.008. Result ID: 69907b043a6c31484900da88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### ReAct Latency (s): 0.008. Result ID: 69907b043a6c31484900da8c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### NAP Latency (s): 0.008. Result ID: 69907b043a6c31484900da8f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### ASH-B Latency (s): 0.009. Result ID: 69907b043a6c31484900da72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### GradNorm Latency (s): 0.01. Result ID: 69907b043a6c31484900da79. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### ODIN Latency (s): 0.01. Result ID: 69907b043a6c31484900da83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### DeepEns. Latency (s): 0.012. Result ID: 69907b043a6c31484900da75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### NAP Latency (s): 0.015. Result ID: 69907b043a6c31484900da90. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### GradNorm Latency (s): 0.027. Result ID: 69907b043a6c31484900da7a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### ODIN Latency (s): 0.028. Result ID: 69907b043a6c31484900da84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### OpenMax Latency (s): 0.035. Result ID: 69907b043a6c31484900da85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### DeepEns. Latency (s): 0.038. Result ID: 69907b043a6c31484900da76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### OpenMax Latency (s): 0.04. Result ID: 69907b043a6c31484900da86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### Mahalanobis Latency (s): 0.086. Result ID: 69907b043a6c31484900da80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### Mahalanobis Latency (s): 0.217. Result ID: 69907b043a6c31484900da7f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### MeanShiftedAD Latency (s): 0.231. Result ID: 69907b043a6c31484900da81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### MeanShiftedAD Latency (s): 0.314. Result ID: 69907b043a6c31484900da82. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.