# Anomaly Classification on BTAD (AUROC, F1-max, AP)

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

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

Data updated: 2026-04-28T07:00:05.873Z

Evaluation of Anomaly Classification performance on the BTAD dataset, reporting AUROC, F1-max, and Average Precision 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 Classification |
| Dataset (including any stated split) | BTAD |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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](<https://www.sota2.com/research/sota/anomaly-classification-on-btad-auroc-f1-max-ap.md?metric=AUROC>): Higher is better; unit: PERCENT.

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

- [AP](<https://www.sota2.com/research/sota/anomaly-classification-on-btad-auroc-f1-max-ap.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| MuSc-V2 | 96.5 | Not recorded | 6916b79f0052cac1dc65e1af |
| MuSc | 94.8 | Not recorded | 6916b79f0052cac1dc65e1af |
| RareCLIP | 91.6 | Not recorded | 6916b79f0052cac1dc65e1af |
| VCP-CLIP | 89.3 | Not recorded | 6916b79f0052cac1dc65e1af |
| AdaCLIP | 88.6 | Not recorded | 6916b79f0052cac1dc65e1af |
| AnomalyCLIP | 88.3 | Not recorded | 6916b79f0052cac1dc65e1af |

### MuSc-V2

AUROC: 96.5. Result ID: 69f0594447f34ce924d59de5.

[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.

### MuSc

AUROC: 94.8. Result ID: 69f0594447f34ce924d59de4.

[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.

### RareCLIP

AUROC: 91.6. Result ID: 69f0594447f34ce924d59de3.

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

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

### VCP-CLIP

AUROC: 89.3. Result ID: 69f0594447f34ce924d59de2.

[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.

### AdaCLIP

AUROC: 88.6. Result ID: 69f0594447f34ce924d59de1.

[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.

### AnomalyCLIP

AUROC: 88.3. Result ID: 69f0594447f34ce924d59de0.

[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.

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