# Anomaly Classification on MVTec AD 1.0 (test) Source: [Anomaly Classification on MVTec AD 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:53.871Z Evaluation of image-level anomaly classification performance on the test split of MVTec AD version 1.0, reporting metrics such as AUROC, F1-max, and AP for the binary classification task. 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 Classification | | Dataset (including any stated split) | MVTec AD 1.0 (test) | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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. - [F1-max](): Higher is better; unit: PERCENT. - [AP](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | WinCLIP | 95.2 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 94.4 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 93.1 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 92.8 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 92.4 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 92 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 91.8 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 88.8 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 86.3 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 86.1 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 84.8 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 83.4 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 82.9 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 81 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 80.4 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 78.9 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 76.6 | Not recorded | 68fa70d71e209131cea4d95d | ### WinCLIP AUROC: 95.2. Result ID: 69915c773a6c314849079bd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC: 94.4. Result ID: 69915c773a6c314849079bd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC: 93.1. Result ID: 69915c773a6c314849079bcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC: 92.8. Result ID: 69915c773a6c314849079bda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC: 92.4. Result ID: 69915c773a6c314849079bd5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC: 92. Result ID: 69915c773a6c314849079bd0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC: 91.8. Result ID: 69915c773a6c314849079bca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC: 88.8. Result ID: 69915c773a6c314849079bd8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC: 86.3. Result ID: 69915c773a6c314849079bce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC: 86.1. Result ID: 69915c773a6c314849079bcb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction. ### SPADE AUROC: 84.8. Result ID: 69915c773a6c314849079bd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC: 83.4. Result ID: 69915c773a6c314849079bd3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### SPADE AUROC: 82.9. Result ID: 69915c773a6c314849079bcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### SPADE AUROC: 81. Result ID: 69915c773a6c314849079bd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC: 80.4. Result ID: 69915c773a6c314849079bd7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC: 78.9. Result ID: 69915c773a6c314849079bcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC: 76.6. Result ID: 69915c773a6c314849079bd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.