# Anomaly Segmentation on VisA (AUROC-seg, F1-max-seg, AP-seg)

Source: [Anomaly Segmentation on VisA (AUROC-seg, F1-max-seg, AP-seg)](<https://www.sota2.com/research/sota/anomaly-segmentation-on-visa-auroc-seg-f1-max-seg-ap-seg>)

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

Data updated: 2026-04-28T06:52:59.736Z

Evaluation of Anomaly Segmentation performance on the VisA dataset, reporting AUROC-seg, F1-max-seg, and AP-seg 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 Segmentation |
| Dataset (including any stated split) | VisA |
| Metric | AUROC (seg) |
| 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 (seg)](<https://www.sota2.com/research/sota/anomaly-segmentation-on-visa-auroc-seg-f1-max-seg-ap-seg.md?metric=AUROC%20(seg)>): Higher is better; unit: PERCENT.

- [F1-max (seg)](<https://www.sota2.com/research/sota/anomaly-segmentation-on-visa-auroc-seg-f1-max-seg-ap-seg.md?metric=F1-max%20(seg)>): Higher is better; unit: PERCENT.

- [AP (seg)](<https://www.sota2.com/research/sota/anomaly-segmentation-on-visa-auroc-seg-f1-max-seg-ap-seg.md?metric=AP%20(seg)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC (seg) | Result date | Report paper |
| --- | --- | --- | --- |
| MuSc | 98.8 | Not recorded | 6916b79f0052cac1dc65e1af |
| MuSc-V2 | 98.8 | Not recorded | 6916b79f0052cac1dc65e1af |
| VCP-CLIP | 95.7 | Not recorded | 6916b79f0052cac1dc65e1af |
| RareCLIP | 95.7 | Not recorded | 6916b79f0052cac1dc65e1af |
| AnomalyCLIP | 95.5 | Not recorded | 6916b79f0052cac1dc65e1af |
| AdaCLIP | 95.5 | Not recorded | 6916b79f0052cac1dc65e1af |

### MuSc

AUROC (seg): 98.8. Result ID: 69f0594447f34ce924d59dd2.

[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 (seg): 98.8. Result ID: 69f0594447f34ce924d59dd3.

[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.

### VCP-CLIP

AUROC (seg): 95.7. Result ID: 69f0594447f34ce924d59dd0.

[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.

### RareCLIP

AUROC (seg): 95.7. Result ID: 69f0594447f34ce924d59dd1.

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

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

### AnomalyCLIP

AUROC (seg): 95.5. Result ID: 69f0594447f34ce924d59dce.

[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.

### AdaCLIP

AUROC (seg): 95.5. Result ID: 69f0594447f34ce924d59dcf.

[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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