# Anomaly Classification on VisA 1.0 (test) Source: [Anomaly Classification on VisA 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:27.137Z Evaluation of Anomaly Classification performance using the test split of the VisA 1.0 dataset, measured by AUROC, F1-max, and AP. 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) | VisA 1.0 (test) | | Metric | AUROC (cls) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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 (cls)](): Higher is better; unit: PERCENT. - [F1-max (cls)](): Higher is better; unit: PERCENT. - [AP (cls)](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC (cls) | Result date | Report paper | | --- | --- | --- | --- | | APRIL-GAN | 92.6 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 92.6 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 92.2 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 92.2 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 91.2 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 91.2 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 87.3 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 87.3 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 85.3 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 85.3 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 84.6 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 84.6 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 83.8 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 83.8 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 81.7 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 81.7 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 81.6 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 81.6 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 80.7 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 80.7 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 79.9 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 79.9 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 79.5 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 79.5 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 78.1 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 78.1 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 78 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 78 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 72.8 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 72.8 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 67.4 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 67.4 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 62.8 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 62.8 | Not recorded | 68fa70d71e209131cea4d95d | ### APRIL-GAN AUROC (cls): 92.6. Result ID: 69915c773a6c314849079bfc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC (cls): 92.6. Result ID: 69915c773a6c314849079c2d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC (cls): 92.2. Result ID: 69915c773a6c314849079bf7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC (cls): 92.2. Result ID: 69915c773a6c314849079c28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC (cls): 91.2. Result ID: 69915c773a6c314849079bf2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC (cls): 91.2. Result ID: 69915c773a6c314849079c23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC (cls): 87.3. Result ID: 69915c773a6c314849079bfb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC (cls): 87.3. Result ID: 69915c773a6c314849079c2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC (cls): 85.3. Result ID: 69915c773a6c314849079bfa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC (cls): 85.3. Result ID: 69915c773a6c314849079c2b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC (cls): 84.6. Result ID: 69915c773a6c314849079bf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC (cls): 84.6. Result ID: 69915c773a6c314849079c27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC (cls): 83.8. Result ID: 69915c773a6c314849079bf1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC (cls): 83.8. Result ID: 69915c773a6c314849079c22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### SPADE AUROC (cls): 81.7. Result ID: 69915c773a6c314849079bf8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### SPADE AUROC (cls): 81.7. Result ID: 69915c773a6c314849079c29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC (cls): 81.6. Result ID: 69915c773a6c314849079bf5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC (cls): 81.6. Result ID: 69915c773a6c314849079c26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### SPADE AUROC (cls): 80.7. Result ID: 69915c773a6c314849079bf3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### SPADE AUROC (cls): 80.7. Result ID: 69915c773a6c314849079c24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC (cls): 79.9. Result ID: 69915c773a6c314849079bf0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC (cls): 79.9. Result ID: 69915c773a6c314849079c21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### SPADE AUROC (cls): 79.5. Result ID: 69915c773a6c314849079bee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### SPADE AUROC (cls): 79.5. Result ID: 69915c773a6c314849079c1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC (cls): 78.1. Result ID: 69915c773a6c314849079bec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC (cls): 78.1. Result ID: 69915c773a6c314849079c1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC (cls): 78. Result ID: 69915c773a6c314849079bed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC (cls): 78. Result ID: 69915c773a6c314849079c1e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC (cls): 72.8. Result ID: 69915c773a6c314849079bf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC (cls): 72.8. Result ID: 69915c773a6c314849079c2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC (cls): 67.4. Result ID: 69915c773a6c314849079bf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC (cls): 67.4. Result ID: 69915c773a6c314849079c25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC (cls): 62.8. Result ID: 69915c773a6c314849079bef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC (cls): 62.8. Result ID: 69915c773a6c314849079c20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.