# Anomaly Segmentation on VisA 1.0 (test) Source: [Anomaly Segmentation on VisA 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:27.496Z Evaluation of Anomaly Segmentation performance using the test split of the VisA 1.0 dataset, reporting metrics such as AUROC-segm, F1-max-segm, AP-segm, and PRO-segm. 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) | VisA 1.0 (test) | | Metric | AUROC-segm | | 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-segm](): Higher is better; unit: PERCENT. - [F1-max-segm](): Higher is better; unit: PERCENT. - [AP-segm](): Higher is better; unit: PERCENT. - [PRO-segm](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC-segm | Result date | Report paper | | --- | --- | --- | --- | | WinCLIP | 97.2 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 97.2 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 96.8 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 96.8 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 96.8 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 96.8 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 96.6 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 96.6 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 96.4 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 96.4 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 96.2 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 96.2 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 96.2 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 96.2 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 96.2 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 96.2 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 96.1 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 96.1 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 96 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 96 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 95.6 | Not recorded | 68fa70d71e209131cea4d95d | | SPADE | 95.6 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 95.4 | Not recorded | 68fa70d71e209131cea4d95d | | PatchCore | 95.4 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 94.2 | Not recorded | 68fa70d71e209131cea4d95d | | APRIL-GAN | 94.2 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 93.2 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 93.2 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 92 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 92 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 89.9 | Not recorded | 68fa70d71e209131cea4d95d | | PaDiM | 89.9 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 79.6 | Not recorded | 68fa70d71e209131cea4d95d | | WinCLIP | 79.6 | Not recorded | 68fa70d71e209131cea4d95d | ### WinCLIP AUROC-segm: 97.2. Result ID: 69915c773a6c314849079bea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC-segm: 97.2. Result ID: 69915c773a6c314849079c1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC-segm: 96.8. Result ID: 69915c773a6c314849079be5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC-segm: 96.8. Result ID: 69915c773a6c314849079be9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC-segm: 96.8. Result ID: 69915c773a6c314849079c16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC-segm: 96.8. Result ID: 69915c773a6c314849079c1a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### SPADE AUROC-segm: 96.6. Result ID: 69915c773a6c314849079be7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### SPADE AUROC-segm: 96.6. Result ID: 69915c773a6c314849079c18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC-segm: 96.4. Result ID: 69915c773a6c314849079be0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC-segm: 96.4. Result ID: 69915c773a6c314849079c11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### SPADE AUROC-segm: 96.2. Result ID: 69915c773a6c314849079be2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC-segm: 96.2. Result ID: 69915c773a6c314849079be6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC-segm: 96.2. Result ID: 69915c773a6c314849079beb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### SPADE AUROC-segm: 96.2. Result ID: 69915c773a6c314849079c13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC-segm: 96.2. Result ID: 69915c773a6c314849079c17. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC-segm: 96.2. Result ID: 69915c773a6c314849079c1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC-segm: 96.1. Result ID: 69915c773a6c314849079be4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC-segm: 96.1. Result ID: 69915c773a6c314849079c15. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC-segm: 96. Result ID: 69915c773a6c314849079be1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC-segm: 96. Result ID: 69915c773a6c314849079c12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### SPADE AUROC-segm: 95.6. Result ID: 69915c773a6c314849079bdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### SPADE AUROC-segm: 95.6. Result ID: 69915c773a6c314849079c0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC-segm: 95.4. Result ID: 69915c773a6c314849079bdf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### PatchCore AUROC-segm: 95.4. Result ID: 69915c773a6c314849079c10. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC-segm: 94.2. Result ID: 69915c773a6c314849079bdc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction. ### APRIL-GAN AUROC-segm: 94.2. Result ID: 69915c773a6c314849079c0d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC-segm: 93.2. Result ID: 69915c773a6c314849079be8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC-segm: 93.2. Result ID: 69915c773a6c314849079c19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"4-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC-segm: 92. Result ID: 69915c773a6c314849079be3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC-segm: 92. Result ID: 69915c773a6c314849079c14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC-segm: 89.9. Result ID: 69915c773a6c314849079bde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### PaDiM AUROC-segm: 89.9. Result ID: 69915c773a6c314849079c0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC-segm: 79.6. Result ID: 69915c773a6c314849079bdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction. ### WinCLIP AUROC-segm: 79.6. Result ID: 69915c773a6c314849079c0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.