# Anomaly Classification on MVTec AD (AUROC, F1, AP)

Source: [Anomaly Classification on MVTec AD (AUROC, F1, AP)](<https://www.sota2.com/research/sota/anomaly-classification-on-mvtec-ad-auroc-f1-ap>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-05-18T09:19:18.355Z

Evaluation of image-level anomaly classification performance on the MVTec AD dataset, reporting AUROC, F1 Score, and Average Precision (AP) metrics.

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 |
| Metric | AUROC (Classification) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 27 of 27 |
| 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 (Classification)](<https://www.sota2.com/research/sota/anomaly-classification-on-mvtec-ad-auroc-f1-ap.md?metric=AUROC%20(Classification)>): Higher is better; unit: PERCENT.

- [F1 Score (Classification)](<https://www.sota2.com/research/sota/anomaly-classification-on-mvtec-ad-auroc-f1-ap.md?metric=F1%20Score%20(Classification)>): Higher is better; unit: PERCENT.

- [Average Precision (Classification)](<https://www.sota2.com/research/sota/anomaly-classification-on-mvtec-ad-auroc-f1-ap.md?metric=Average%20Precision%20(Classification)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC (Classification) | Result date | Report paper |
| --- | --- | --- | --- |
| Res2CLIP† | 97.9 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| MuSc | 97.8 | Not recorded | 6916b79f0052cac1dc65e1af |
| MuSc-V2 | 97.7 | Not recorded | 6916b79f0052cac1dc65e1af |
| Res2CLIP\* | 97.5 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| Res2CLIP† | 96.9 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| AdaptCLIP | 96.8 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| Res2CLIP\* | 96.3 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| Res2CLIP\* | 96.1 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| Res2CLIP† | 96 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| ReMP-AD | 95.8 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| AdaptCLIP | 95.7 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| ReMP-AD | 95.2 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| ReMP-AD | 95.2 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| WinCLIP+ | 95.1 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| AdaptCLIP | 95 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| WinCLIP+ | 94.7 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| AnomalyCLIP+ | 93.8 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| AnomalyCLIP+ | 93.7 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| AnomalyCLIP+ | 93.4 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| WinCLIP+ | 93.1 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| APRIL-GAN | 92.7 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| APRIL-GAN | 92.4 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| APRIL-GAN | 92.2 | Not recorded | 6a0a9d37dbc836b87d82b5a9 |
| VCP-CLIP | 92.1 | Not recorded | 6916b79f0052cac1dc65e1af |
| AnomalyCLIP | 91.5 | Not recorded | 6916b79f0052cac1dc65e1af |
| RareCLIP | 91.5 | Not recorded | 6916b79f0052cac1dc65e1af |
| AdaCLIP | 89.2 | Not recorded | 6916b79f0052cac1dc65e1af |

### Res2CLIP†

AUROC (Classification): 97.9. Result ID: 6a0ad98647f34ce924f14344.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction.

### MuSc

AUROC (Classification): 97.8. Result ID: 69f0594447f34ce924d59dc6.

[Reporting paper](<https://www.sota2.com/research/paper/6916b79f0052cac1dc65e1af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542de.md>)

[Implementation](<https://github.com/xrli-U/MuSc>)

Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### MuSc-V2

AUROC (Classification): 97.7. Result ID: 69f0594447f34ce924d59dc7.

[Reporting paper](<https://www.sota2.com/research/paper/6916b79f0052cac1dc65e1af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6916b79f0052cac1dc65e1af.md>)

Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### Res2CLIP\*

AUROC (Classification): 97.5. Result ID: 6a0ad98647f34ce924f14343.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction.

### Res2CLIP†

AUROC (Classification): 96.9. Result ID: 6a0ad98647f34ce924f1433d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

Recorded evaluation configuration: {"Shots":"2"}. This record does not assert independent reproduction.

### AdaptCLIP

AUROC (Classification): 96.8. Result ID: 6a0ad98647f34ce924f14342.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78961e209131cea7925f.md>)

Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction.

### Res2CLIP\*

AUROC (Classification): 96.3. Result ID: 6a0ad98647f34ce924f1433c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

Recorded evaluation configuration: {"Shots":"2"}. This record does not assert independent reproduction.

### Res2CLIP\*

AUROC (Classification): 96.1. Result ID: 6a0ad98647f34ce924f14335.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

Recorded evaluation configuration: {"Shots":"1"}. This record does not assert independent reproduction.

### Res2CLIP†

AUROC (Classification): 96. Result ID: 6a0ad98647f34ce924f14336.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

Recorded evaluation configuration: {"Shots":"1"}. This record does not assert independent reproduction.

### ReMP-AD

AUROC (Classification): 95.8. Result ID: 6a0ad98647f34ce924f14341.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction.

### AdaptCLIP

AUROC (Classification): 95.7. Result ID: 6a0ad98647f34ce924f1433b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78961e209131cea7925f.md>)

Recorded evaluation configuration: {"Shots":"2"}. This record does not assert independent reproduction.

### ReMP-AD

AUROC (Classification): 95.2. Result ID: 6a0ad98647f34ce924f14333.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

Recorded evaluation configuration: {"Shots":"1"}. This record does not assert independent reproduction.

### ReMP-AD

AUROC (Classification): 95.2. Result ID: 6a0ad98647f34ce924f1433a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

Recorded evaluation configuration: {"Shots":"2"}. This record does not assert independent reproduction.

### WinCLIP+

AUROC (Classification): 95.1. Result ID: 6a0ad98647f34ce924f1433e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eea1e209131cea42e2d.md>)

Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction.

### AdaptCLIP

AUROC (Classification): 95. Result ID: 6a0ad98647f34ce924f14334.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78961e209131cea7925f.md>)

Recorded evaluation configuration: {"Shots":"1"}. This record does not assert independent reproduction.

### WinCLIP+

AUROC (Classification): 94.7. Result ID: 6a0ad98647f34ce924f14337.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eea1e209131cea42e2d.md>)

Recorded evaluation configuration: {"Shots":"2"}. This record does not assert independent reproduction.

### AnomalyCLIP+

AUROC (Classification): 93.8. Result ID: 6a0ad98647f34ce924f14340.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78451e209131cea77851.md>)

[Implementation](<https://github.com/zqhang/AnomalyCLIP>)

Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction.

### AnomalyCLIP+

AUROC (Classification): 93.7. Result ID: 6a0ad98647f34ce924f14339.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78451e209131cea77851.md>)

[Implementation](<https://github.com/zqhang/AnomalyCLIP>)

Recorded evaluation configuration: {"Shots":"2"}. This record does not assert independent reproduction.

### AnomalyCLIP+

AUROC (Classification): 93.4. Result ID: 6a0ad98647f34ce924f14332.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78451e209131cea77851.md>)

[Implementation](<https://github.com/zqhang/AnomalyCLIP>)

Recorded evaluation configuration: {"Shots":"1"}. This record does not assert independent reproduction.

### WinCLIP+

AUROC (Classification): 93.1. Result ID: 6a0ad98647f34ce924f14330.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eea1e209131cea42e2d.md>)

Recorded evaluation configuration: {"Shots":"1"}. This record does not assert independent reproduction.

### APRIL-GAN

AUROC (Classification): 92.7. Result ID: 6a0ad98647f34ce924f1433f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d71e209131cea4d95d.md>)

[Implementation](<https://github.com/ByChelsea/VAND-APRIL-GAN>)

Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction.

### APRIL-GAN

AUROC (Classification): 92.4. Result ID: 6a0ad98647f34ce924f14338.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d71e209131cea4d95d.md>)

[Implementation](<https://github.com/ByChelsea/VAND-APRIL-GAN>)

Recorded evaluation configuration: {"Shots":"2"}. This record does not assert independent reproduction.

### APRIL-GAN

AUROC (Classification): 92.2. Result ID: 6a0ad98647f34ce924f14331.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d37dbc836b87d82b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d71e209131cea4d95d.md>)

[Implementation](<https://github.com/ByChelsea/VAND-APRIL-GAN>)

Recorded evaluation configuration: {"Shots":"1"}. This record does not assert independent reproduction.

### VCP-CLIP

AUROC (Classification): 92.1. Result ID: 69f0594447f34ce924d59dc4.

[Reporting paper](<https://www.sota2.com/research/paper/6916b79f0052cac1dc65e1af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74231e209131cea5fe5b.md>)

[Implementation](<https://github.com/xiaozhen228/VCP-CLIP>)

Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### AnomalyCLIP

AUROC (Classification): 91.5. Result ID: 69f0594447f34ce924d59dc2.

[Reporting paper](<https://www.sota2.com/research/paper/6916b79f0052cac1dc65e1af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78451e209131cea77851.md>)

[Implementation](<https://github.com/zqhang/AnomalyCLIP>)

Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### RareCLIP

AUROC (Classification): 91.5. Result ID: 69f0594447f34ce924d59dc5.

[Reporting paper](<https://www.sota2.com/research/paper/6916b79f0052cac1dc65e1af.md>)

Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### AdaCLIP

AUROC (Classification): 89.2. Result ID: 69f0594447f34ce924d59dc3.

[Reporting paper](<https://www.sota2.com/research/paper/6916b79f0052cac1dc65e1af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77061e209131cea708e2.md>)

[Implementation](<https://github.com/caoyunkang/AdaCLIP>)

Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction.

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