# Image-level Anomaly Detection on R2T (test) Source: [Image-level Anomaly Detection on R2T (test)]() Collection index: [llms.txt]() Data updated: 2026-05-26T10:59:09.575Z Evaluation of Image-level Anomaly Detection performance on the test split of the R2T dataset, reporting I-AUROC, I-AP, and I-F1 scores. 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 | Image-level Anomaly Detection | | Dataset (including any stated split) | R2T (test) | | Metric | I-AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [I-AUROC](): Higher is better; unit: PERCENT. - [I-AP](): Higher is better; unit: PERCENT. - [I-F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | I-AUROC | Result date | Report paper | | --- | --- | --- | --- | | AVATAR | 71.15 | Not recorded | 6a152967dbd7150506f7e35c | | AnomalyCLIP | 69.72 | Not recorded | 6a152967dbd7150506f7e35c | | WinCLIP | 67.31 | Not recorded | 6a152967dbd7150506f7e35c | | Bayes-PFL | 64.45 | Not recorded | 6a152967dbd7150506f7e35c | | Gradient Residual | 62.25 | Not recorded | 6a152967dbd7150506f7e35c | | APRIL-GAN | 61.07 | Not recorded | 6a152967dbd7150506f7e35c | | SSIM Residual | 59.64 | Not recorded | 6a152967dbd7150506f7e35c | | UniAD | 57.29 | Not recorded | 6a152967dbd7150506f7e35c | | Norm. RGB Residual | 47.88 | Not recorded | 6a152967dbd7150506f7e35c | | AA-CLIP | 39.08 | Not recorded | 6a152967dbd7150506f7e35c | | AdaCLIP | 38.26 | Not recorded | 6a152967dbd7150506f7e35c | | Dinomaly | 37.85 | Not recorded | 6a152967dbd7150506f7e35c | | INP-Former | 31.76 | Not recorded | 6a152967dbd7150506f7e35c | ### AVATAR I-AUROC: 71.15. Result ID: 6a157c54fbc373592c0dbb1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Z"}. This record does not assert independent reproduction. ### AnomalyCLIP I-AUROC: 69.72. Result ID: 6a157c54fbc373592c0dbb18. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Z"}. This record does not assert independent reproduction. ### WinCLIP I-AUROC: 67.31. Result ID: 6a157c54fbc373592c0dbb15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Z"}. This record does not assert independent reproduction. ### Bayes-PFL I-AUROC: 64.45. Result ID: 6a157c54fbc373592c0dbb1a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Z"}. This record does not assert independent reproduction. ### Gradient Residual I-AUROC: 62.25. Result ID: 6a157c54fbc373592c0dbb10. [Reporting paper]() Recorded evaluation configuration: {"Type":"T"}. This record does not assert independent reproduction. ### APRIL-GAN I-AUROC: 61.07. Result ID: 6a157c54fbc373592c0dbb17. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Z"}. This record does not assert independent reproduction. ### SSIM Residual I-AUROC: 59.64. Result ID: 6a157c54fbc373592c0dbb11. [Reporting paper]() Recorded evaluation configuration: {"Type":"T"}. This record does not assert independent reproduction. ### UniAD I-AUROC: 57.29. Result ID: 6a157c54fbc373592c0dbb12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"U"}. This record does not assert independent reproduction. ### Norm. RGB Residual I-AUROC: 47.88. Result ID: 6a157c54fbc373592c0dbb0f. [Reporting paper]() Recorded evaluation configuration: {"Type":"T"}. This record does not assert independent reproduction. ### AA-CLIP I-AUROC: 39.08. Result ID: 6a157c54fbc373592c0dbb19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Z"}. This record does not assert independent reproduction. ### AdaCLIP I-AUROC: 38.26. Result ID: 6a157c54fbc373592c0dbb16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Z"}. This record does not assert independent reproduction. ### Dinomaly I-AUROC: 37.85. Result ID: 6a157c54fbc373592c0dbb13. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"U"}. This record does not assert independent reproduction. ### INP-Former I-AUROC: 31.76. Result ID: 6a157c54fbc373592c0dbb14. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"U"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.