# Pixel-level Anomaly Localization on R2T (test) Source: [Pixel-level Anomaly Localization on R2T (test)]() Collection index: [llms.txt]() Data updated: 2026-05-26T10:59:09.607Z Evaluation of Pixel-level Anomaly Localization performance on the test split of the R2T dataset, reporting P-AUROC, P-AP, P-F1, and AUPRO 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 | Pixel-level Anomaly Localization | | Dataset (including any stated split) | R2T (test) | | Metric | P-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 - [P-AUROC](): Higher is better; unit: PERCENT. - [P-AP](): Higher is better; unit: PERCENT. - [P-F1](): Higher is better; unit: PERCENT. - [AUPRO](): Higher is better; unit: PERCENT. ## Recorded results | Method | P-AUROC | Result date | Report paper | | --- | --- | --- | --- | | SSIM Residual | 93.93 | Not recorded | 6a152967dbd7150506f7e35c | | UniAD | 93.69 | Not recorded | 6a152967dbd7150506f7e35c | | Bayes-PFL | 91.51 | Not recorded | 6a152967dbd7150506f7e35c | | AVATAR | 90.55 | Not recorded | 6a152967dbd7150506f7e35c | | AnomalyCLIP | 90.02 | Not recorded | 6a152967dbd7150506f7e35c | | APRIL-GAN | 88.33 | Not recorded | 6a152967dbd7150506f7e35c | | INP-Former | 86.33 | Not recorded | 6a152967dbd7150506f7e35c | | Gradient Residual | 85.94 | Not recorded | 6a152967dbd7150506f7e35c | | Norm. RGB Residual | 79.2 | Not recorded | 6a152967dbd7150506f7e35c | | Dinomaly | 77.47 | Not recorded | 6a152967dbd7150506f7e35c | | AdaCLIP | 66.15 | Not recorded | 6a152967dbd7150506f7e35c | | WinCLIP | 59.54 | Not recorded | 6a152967dbd7150506f7e35c | | AA-CLIP | 52.61 | Not recorded | 6a152967dbd7150506f7e35c | ### SSIM Residual P-AUROC: 93.93. Result ID: 6a157c54fbc373592c0dbb1e. [Reporting paper]() Recorded evaluation configuration: {"Type":"T"}. This record does not assert independent reproduction. ### UniAD P-AUROC: 93.69. Result ID: 6a157c54fbc373592c0dbb1f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"U"}. This record does not assert independent reproduction. ### Bayes-PFL P-AUROC: 91.51. Result ID: 6a157c54fbc373592c0dbb27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Z"}. This record does not assert independent reproduction. ### AVATAR P-AUROC: 90.55. Result ID: 6a157c54fbc373592c0dbb28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Z"}. This record does not assert independent reproduction. ### AnomalyCLIP P-AUROC: 90.02. Result ID: 6a157c54fbc373592c0dbb25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Z"}. This record does not assert independent reproduction. ### APRIL-GAN P-AUROC: 88.33. Result ID: 6a157c54fbc373592c0dbb24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Z"}. This record does not assert independent reproduction. ### INP-Former P-AUROC: 86.33. Result ID: 6a157c54fbc373592c0dbb21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"U"}. This record does not assert independent reproduction. ### Gradient Residual P-AUROC: 85.94. Result ID: 6a157c54fbc373592c0dbb1d. [Reporting paper]() Recorded evaluation configuration: {"Type":"T"}. This record does not assert independent reproduction. ### Norm. RGB Residual P-AUROC: 79.2. Result ID: 6a157c54fbc373592c0dbb1c. [Reporting paper]() Recorded evaluation configuration: {"Type":"T"}. This record does not assert independent reproduction. ### Dinomaly P-AUROC: 77.47. Result ID: 6a157c54fbc373592c0dbb20. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"U"}. This record does not assert independent reproduction. ### AdaCLIP P-AUROC: 66.15. Result ID: 6a157c54fbc373592c0dbb23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Z"}. This record does not assert independent reproduction. ### WinCLIP P-AUROC: 59.54. Result ID: 6a157c54fbc373592c0dbb22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Z"}. This record does not assert independent reproduction. ### AA-CLIP P-AUROC: 52.61. Result ID: 6a157c54fbc373592c0dbb26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Z"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.