# Out-of-distribution Detection on CELEBA vs FOOD-101 (test) Source: [Out-of-distribution Detection on CELEBA vs FOOD-101 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:45.955Z Evaluation of Out-of-Distribution (OOD) Detection performance comparing results across CELEBA and FOOD-101 test sets, measured using metrics such as 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) | CELEBA vs FOOD-101 (test) | | Metric | AUROC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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: SCALAR. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | DE | 0.96 | Not recorded | 68fa5c841e209131ce9d1a4b | | Sketched Lanczos Uncertainty | 0.95 | Not recorded | 68fa5c841e209131ce9d1a4b | | Sketched Lanczos Uncertainty | 0.95 | Not recorded | 68fa5c841e209131ce9d1a4b | | LLA | 0.94 | Not recorded | 68fa5c841e209131ce9d1a4b | | LE | 0.94 | Not recorded | 68fa5c841e209131ce9d1a4b | | SCOD | 0.94 | Not recorded | 68fa5c841e209131ce9d1a4b | | SCOD | 0.94 | Not recorded | 68fa5c841e209131ce9d1a4b | | LE-H | 0.93 | Not recorded | 68fa5c841e209131ce9d1a4b | | LLA | 0.93 | Not recorded | 68fa5c841e209131ce9d1a4b | | LE | 0.93 | Not recorded | 68fa5c841e209131ce9d1a4b | | LE-H | 0.91 | Not recorded | 68fa5c841e209131ce9d1a4b | | Deep Ensemble | 0.88 | Not recorded | 68fa5c841e209131ce9d1a4b | | LLA-D | 0.8 | Not recorded | 68fa5c841e209131ce9d1a4b | | LLA-D | 0.8 | Not recorded | 68fa5c841e209131ce9d1a4b | | SWAG | 0.78 | Not recorded | 68fa5c841e209131ce9d1a4b | | SWAG | 0.69 | Not recorded | 68fa5c841e209131ce9d1a4b | ### DE AUROC: 0.96. Result ID: 698bb5c17a967eddb770c750. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory budget":"10p"}. This record does not assert independent reproduction. ### Sketched Lanczos Uncertainty AUROC: 0.95. Result ID: 698bb5c17a967eddb770c749. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory budget":"10p"}. This record does not assert independent reproduction. ### Sketched Lanczos Uncertainty AUROC: 0.95. Result ID: 698c625537894ef7d9cdff57. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Architecture":"VisualAttentionNet","Parameters (p)":"4M","Memory Budget":"3p"}. This record does not assert independent reproduction. ### LLA AUROC: 0.94. Result ID: 698bb5c17a967eddb770c74a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory budget":"10p"}. This record does not assert independent reproduction. ### LE AUROC: 0.94. Result ID: 698bb5c17a967eddb770c74c. [Reporting paper]() Recorded evaluation configuration: {"Memory budget":"10p"}. This record does not assert independent reproduction. ### SCOD AUROC: 0.94. Result ID: 698bb5c17a967eddb770c74e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory budget":"10p"}. This record does not assert independent reproduction. ### SCOD AUROC: 0.94. Result ID: 698c625537894ef7d9cdff5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"VisualAttentionNet","Parameters (p)":"4M","Memory Budget":"3p"}. This record does not assert independent reproduction. ### LE-H AUROC: 0.93. Result ID: 698bb5c17a967eddb770c74d. [Reporting paper]() Recorded evaluation configuration: {"Memory budget":"10p"}. This record does not assert independent reproduction. ### LLA AUROC: 0.93. Result ID: 698c625537894ef7d9cdff58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"VisualAttentionNet","Parameters (p)":"4M","Memory Budget":"3p"}. This record does not assert independent reproduction. ### LE AUROC: 0.93. Result ID: 698c625537894ef7d9cdff5a. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"VisualAttentionNet","Parameters (p)":"4M","Memory Budget":"3p"}. This record does not assert independent reproduction. ### LE-H AUROC: 0.91. Result ID: 698c625537894ef7d9cdff5b. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"VisualAttentionNet","Parameters (p)":"4M","Memory Budget":"3p"}. This record does not assert independent reproduction. ### Deep Ensemble AUROC: 0.88. Result ID: 698c625537894ef7d9cdff5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"VisualAttentionNet","Parameters (p)":"4M","Memory Budget":"3p"}. This record does not assert independent reproduction. ### LLA-D AUROC: 0.8. Result ID: 698bb5c17a967eddb770c74b. [Reporting paper]() Recorded evaluation configuration: {"Memory budget":"10p"}. This record does not assert independent reproduction. ### LLA-D AUROC: 0.8. Result ID: 698c625537894ef7d9cdff59. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"VisualAttentionNet","Parameters (p)":"4M","Memory Budget":"3p"}. This record does not assert independent reproduction. ### SWAG AUROC: 0.78. Result ID: 698bb5c17a967eddb770c74f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory budget":"10p"}. This record does not assert independent reproduction. ### SWAG AUROC: 0.69. Result ID: 698c625537894ef7d9cdff5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"VisualAttentionNet","Parameters (p)":"4M","Memory Budget":"3p"}. This record does not assert independent reproduction. 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