# Anomaly Segmentation on MVTec AD 1.0 (test) Source: [Anomaly Segmentation on MVTec AD 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:53.846Z Evaluation of anomaly segmentation performance on the test split of the MVTec AD dataset, version 1.0, reporting AUROC, F1-max, AP, 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 Segmentation | | 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. - [PRO Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | WinCLIP | 96.2 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 96 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 95.9 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 95.5 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 95.2 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 95.1 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 94.3 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 93.3 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 92.7 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 92.6 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 92 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 92 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 91.3 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 91.2 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 89.3 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 87.6 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 85.1 | Not recorded | 68fa70d71e209131cea4d95d | ### WinCLIP AUROC: 96.2. Result ID: 69915c773a6c314849079bc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC: 96. Result ID: 69915c773a6c314849079bc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC: 95.9. Result ID: 69915c773a6c314849079bc9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC: 95.5. Result ID: 69915c773a6c314849079bc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC: 95.2. Result ID: 69915c773a6c314849079bbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC: 95.1. Result ID: 69915c773a6c314849079bbf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC: 94.3. Result ID: 69915c773a6c314849079bc7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC: 93.3. Result ID: 69915c773a6c314849079bbd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### SPADE AUROC: 92.7. Result ID: 69915c773a6c314849079bc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC: 92.6. Result ID: 69915c773a6c314849079bc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### SPADE AUROC: 92. Result ID: 69915c773a6c314849079bbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC: 92. Result ID: 69915c773a6c314849079bc2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC: 91.3. Result ID: 69915c773a6c314849079bbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### SPADE AUROC: 91.2. Result ID: 69915c773a6c314849079bc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC: 89.3. Result ID: 69915c773a6c314849079bc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC: 87.6. Result ID: 69915c773a6c314849079bba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC: 85.1. Result ID: 69915c773a6c314849079bb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. 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