# Anomaly Detection on ImageNet 30 Source: [Anomaly Detection on ImageNet 30]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:53.686Z Evaluation of Anomaly Detection performance using the ImageNet 30 dataset, typically 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 | Anomaly Detection | | Dataset (including any stated split) | ImageNet 30 | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 | | --- | --- | --- | --- | | SOTA | 99.9 | Not recorded | 68fa70ac1e209131cea4c687 | | CLIP-ViT-L/14 (WIT) | 99.75 | Not recorded | 68fa70ac1e209131cea4c687 | | CLIP-ViT-L/14 (LAION-2B) | 99.74 | Not recorded | 68fa70ac1e209131cea4c687 | | CLIP-ViT-L/14 (LAION-400M) | 99.69 | Not recorded | 68fa70ac1e209131cea4c687 | | CLIP-ViT-L/14 (LAION-400M) | 99.51 | Not recorded | 68fa70ac1e209131cea4c687 | | CLIP-ViT-L/14 (LAION-2B) | 99.29 | Not recorded | 68fa70ac1e209131cea4c687 | | CLIP-RN50 (WIT) | 99.05 | Not recorded | 68fa70ac1e209131cea4c687 | | CLIP-ViT-L/14 (WIT) | 98.91 | Not recorded | 68fa70ac1e209131cea4c687 | | CLIP-RN50 (WIT) | 98.89 | Not recorded | 68fa70ac1e209131cea4c687 | ### SOTA AUROC: 99.9. Result ID: 69913a243a6c314849069e9b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP-ViT-L/14 (WIT) AUROC: 99.75. Result ID: 69913a243a6c314849069e96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transform":"gLocal"}. This record does not assert independent reproduction. ### CLIP-ViT-L/14 (LAION-2B) AUROC: 99.74. Result ID: 69913a243a6c314849069e9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transform":"gLocal"}. This record does not assert independent reproduction. ### CLIP-ViT-L/14 (LAION-400M) AUROC: 99.69. Result ID: 69913a243a6c314849069e98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transform":"gLocal"}. This record does not assert independent reproduction. ### CLIP-ViT-L/14 (LAION-400M) AUROC: 99.51. Result ID: 69913a243a6c314849069e97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transform":"original"}. This record does not assert independent reproduction. ### CLIP-ViT-L/14 (LAION-2B) AUROC: 99.29. Result ID: 69913a243a6c314849069e99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transform":"original"}. This record does not assert independent reproduction. ### CLIP-RN50 (WIT) AUROC: 99.05. Result ID: 69913a243a6c314849069e94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transform":"gLocal"}. This record does not assert independent reproduction. ### CLIP-ViT-L/14 (WIT) AUROC: 98.91. Result ID: 69913a243a6c314849069e95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transform":"original"}. This record does not assert independent reproduction. ### CLIP-RN50 (WIT) AUROC: 98.89. Result ID: 69913a243a6c314849069e93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transform":"original"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.