# Anomaly Detection and Localization on VisA (I-AUC, P-AUC, PRO) Source: [Anomaly Detection and Localization on VisA (I-AUC, P-AUC, PRO)]() Collection index: [llms.txt]() Data updated: 2026-04-07T07:05:42.553Z Evaluation of Anomaly Detection and Localization performance on the VisA dataset, reporting I-AUC, P-AUC, and PRO 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 | Anomaly detection and localization | | Dataset (including any stated split) | VisA | | Metric | I-AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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-AUC](): Higher is better; unit: PERCENT. - [P-AUC](): Higher is better; unit: PERCENT. - [PRO](): Higher is better; unit: PERCENT. ## Recorded results | Method | I-AUC | Result date | Report paper | | --- | --- | --- | --- | | AAND | 98.1 | Not recorded | 68fa73191e209131cea5a870 | | RD | 96.2 | Not recorded | 68fa73191e209131cea5a870 | | RD++ | 96 | Not recorded | 68fa73191e209131cea5a870 | | Patchcore | 95.1 | Not recorded | 68fa73191e209131cea5a870 | | FOD | 93.7 | Not recorded | 68fa73191e209131cea5a870 | | CFLow | 93.2 | Not recorded | 68fa73191e209131cea5a870 | | DeSTSeg | 91.2 | Not recorded | 68fa73191e209131cea5a870 | | PaDiM | 89.1 | Not recorded | 68fa73191e209131cea5a870 | | DRAEM | 88.7 | Not recorded | 68fa73191e209131cea5a870 | | ST | 83.3 | Not recorded | 68fa73191e209131cea5a870 | | SimpleNet | 80.8 | Not recorded | 68fa73191e209131cea5a870 | ### AAND I-AUC: 98.1. Result ID: 69d4ac1347f34ce924bbf7cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"KD"}. This record does not assert independent reproduction. ### RD I-AUC: 96.2. Result ID: 69d4ac1347f34ce924bbf7c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR’22","Category":"KD","Baseline":"true"}. This record does not assert independent reproduction. ### RD++ I-AUC: 96. Result ID: 69d4ac1347f34ce924bbf7ca. [Reporting paper]() Recorded evaluation configuration: {"Venue":"CVPR’23","Category":"KD"}. This record does not assert independent reproduction. ### Patchcore I-AUC: 95.1. Result ID: 69d4ac1347f34ce924bbf7c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR’22","Category":"Others"}. This record does not assert independent reproduction. ### FOD I-AUC: 93.7. Result ID: 69d4ac1347f34ce924bbf7c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV’23","Category":"Others"}. This record does not assert independent reproduction. ### CFLow I-AUC: 93.2. Result ID: 69d4ac1347f34ce924bbf7c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"WACV’22","Category":"Others"}. This record does not assert independent reproduction. ### DeSTSeg I-AUC: 91.2. Result ID: 69d4ac1347f34ce924bbf7cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR’23","Category":"KD"}. This record does not assert independent reproduction. ### PaDiM I-AUC: 89.1. Result ID: 69d4ac1347f34ce924bbf7c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICPR’21","Category":"Others"}. This record does not assert independent reproduction. ### DRAEM I-AUC: 88.7. Result ID: 69d4ac1347f34ce924bbf7c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV’21","Category":"Others"}. This record does not assert independent reproduction. ### ST I-AUC: 83.3. Result ID: 69d4ac1347f34ce924bbf7c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"BMVC’21","Category":"KD"}. This record does not assert independent reproduction. ### SimpleNet I-AUC: 80.8. Result ID: 69d4ac1347f34ce924bbf7c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR’23","Category":"Others"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.