# Image-level Anomaly Detection on DTD Synthetic

Source: [Image-level Anomaly Detection on DTD Synthetic](<https://www.sota2.com/research/sota/image-level-anomaly-detection-on-dtd-synthetic>)

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

Data updated: 2026-03-09T08:46:56.674Z

Evaluation of Image-level Anomaly Detection performance on the DTD Synthetic dataset, reporting AUROC and max-F1 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 | Image-level Anomaly Detection |
| Dataset (including any stated split) | DTD Synthetic |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 31 of 31 |
| 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/image-level-anomaly-detection-on-dtd-synthetic.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [Max F1 Score](<https://www.sota2.com/research/sota/image-level-anomaly-detection-on-dtd-synthetic.md?metric=Max%20F1%20Score>): Higher is better; unit: PERCENT.

- [AP](<https://www.sota2.com/research/sota/image-level-anomaly-detection-on-dtd-synthetic.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| APRIL-GAN | 98.1 | Not recorded | 68fa77061e209131cea708e2 |
| AdaCLIP | 95.5 | Not recorded | 68fa77061e209131cea708e2 |
| MoECLIP | 95.5 | Not recorded | 69a7bc862d603e6de3e3d55e |
| WinCLIP | 95.1 | Not recorded | 68fa77061e209131cea708e2 |
| Bayes-PFL | 95.1 | Not recorded | 68fa79151e209131cea7c094 |
| WinCLIP | 95 | Not recorded | 68fa79151e209131cea7c094 |
| WinCLIP | 95 | Not recorded | 69a7bc862d603e6de3e3d55e |
| WMoE-CLIP | 95 | Not recorded | 69ae53e82d603e6de3e42993 |
| AnomalyCLIP | 94.5 | Not recorded | 68fa79151e209131cea7c094 |
| AnomalyCLIP | 94.5 | Not recorded | 69687496e25ad2fa9d1ec58f |
| SAA | 94.4 | Not recorded | 68fa77061e209131cea708e2 |
| SSVP | 94 | Not recorded | 69687496e25ad2fa9d1ec58f |
| WinCLIP | 93.9 | Not recorded | 69687496e25ad2fa9d1ec58f |
| Bayes-PFL | 93.8 | Not recorded | 69687496e25ad2fa9d1ec58f |
| Bayes-PFL | 93.5 | Not recorded | 69a7bc862d603e6de3e3d55e |
| AnomalyCLIP | 93.5 | Not recorded | 69ae53e82d603e6de3e42993 |
| AnomalyCLIP | 93.3 | Not recorded | 69a7bc862d603e6de3e3d55e |
| WinCLIP | 93.2 | Not recorded | 69ae53e82d603e6de3e42993 |
| AdaCLIP | 92.8 | Not recorded | 68fa79151e209131cea7c094 |
| AdaCLIP | 92.8 | Not recorded | 69687496e25ad2fa9d1ec58f |
| Ada-CLIP | 92.8 | Not recorded | 69ae53e82d603e6de3e42993 |
| AA-CLIP | 92.5 | Not recorded | 69a7bc862d603e6de3e3d55e |
| CLIP-AD | 91.5 | Not recorded | 68fa79151e209131cea7c094 |
| AdaCLIP | 91.5 | Not recorded | 69a7bc862d603e6de3e3d55e |
| CLIP-AD | 91.5 | Not recorded | 69ae53e82d603e6de3e42993 |
| AA-CLIP | 91.4 | Not recorded | 69ae53e82d603e6de3e42993 |
| DINOV2 | 85.8 | Not recorded | 68fa77061e209131cea708e2 |
| April-GAN | 85.5 | Not recorded | 69a7bc862d603e6de3e3d55e |
| APRIL-GAN | 83.9 | Not recorded | 68fa79151e209131cea7c094 |
| APRIL-GAN | 83.7 | Not recorded | 69687496e25ad2fa9d1ec58f |
| SAM | 81.9 | Not recorded | 68fa77061e209131cea708e2 |

### APRIL-GAN

AUROC: 98.1. Result ID: 699471fe3a6c3148491d4942.

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

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

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

Recorded evaluation configuration: {"supervised\_training":true}. This record does not assert independent reproduction.

### AdaCLIP

AUROC: 95.5. Result ID: 699471fe3a6c3148491d4943.

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

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

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

Recorded evaluation configuration: {"supervised\_training":true}. This record does not assert independent reproduction.

### MoECLIP

AUROC: 95.5. Result ID: 69a89ecd6dbb7075b9518db8.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc862d603e6de3e3d55e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a7bc862d603e6de3e3d55e.md>)

Recorded evaluation configuration: {"setting":"Zero-shot setting (ZSAD)","domain":"Industrial"}. This record does not assert independent reproduction.

### WinCLIP

AUROC: 95.1. Result ID: 699471fe3a6c3148491d493f.

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

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

Recorded evaluation configuration: {"supervised\_training":false}. This record does not assert independent reproduction.

### Bayes-PFL

AUROC: 95.1. Result ID: 6995c4443badfaffe6c75d5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c094.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c094.md>)

[Implementation](<https://github.com/xiaozhen228/Bayes-PFL>)

Recorded evaluation configuration: {"Backbone":"ViT-L-14-336","Resolution":"518x518"}. This record does not assert independent reproduction.

### WinCLIP

AUROC: 95. Result ID: 6995c4443badfaffe6c75d56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c094.md>)

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

Recorded evaluation configuration: {"Backbone":"ViT-L-14-336","Resolution":"518x518"}. This record does not assert independent reproduction.

### WinCLIP

AUROC: 95. Result ID: 69a89ecd6dbb7075b9518db2.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc862d603e6de3e3d55e.md>)

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

Recorded evaluation configuration: {"setting":"Zero-shot setting (ZSAD)","domain":"Industrial"}. This record does not assert independent reproduction.

### WMoE-CLIP

AUROC: 95. Result ID: 69ae88ea6dbb7075b956bbc1.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e82d603e6de3e42993.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53e82d603e6de3e42993.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Backbone":"ViT-L-14-336"}. This record does not assert independent reproduction.

### AnomalyCLIP

AUROC: 94.5. Result ID: 6995c4443badfaffe6c75d59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c094.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ViT-L-14-336","Resolution":"518x518"}. This record does not assert independent reproduction.

### AnomalyCLIP

AUROC: 94.5. Result ID: 6997c13d5698665ec41809cc.

[Reporting paper](<https://www.sota2.com/research/paper/69687496e25ad2fa9d1ec58f.md>)

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

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

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

### SAA

AUROC: 94.4. Result ID: 699471fe3a6c3148491d493e.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa77021e209131cea7076b.md>)

[Implementation](<https://github.com/caoyunkang/Segment-Any-Anomaly>)

Recorded evaluation configuration: {"supervised\_training":false}. This record does not assert independent reproduction.

### SSVP

AUROC: 94. Result ID: 6997c13d5698665ec41809cf.

[Reporting paper](<https://www.sota2.com/research/paper/69687496e25ad2fa9d1ec58f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69687496e25ad2fa9d1ec58f.md>)

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

### WinCLIP

AUROC: 93.9. Result ID: 6997c13d5698665ec41809ca.

[Reporting paper](<https://www.sota2.com/research/paper/69687496e25ad2fa9d1ec58f.md>)

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

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

### Bayes-PFL

AUROC: 93.8. Result ID: 6997c13d5698665ec41809ce.

[Reporting paper](<https://www.sota2.com/research/paper/69687496e25ad2fa9d1ec58f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c094.md>)

[Implementation](<https://github.com/xiaozhen228/Bayes-PFL>)

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

### Bayes-PFL

AUROC: 93.5. Result ID: 69a89ecd6dbb7075b9518db7.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc862d603e6de3e3d55e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c094.md>)

[Implementation](<https://github.com/xiaozhen228/Bayes-PFL>)

Recorded evaluation configuration: {"setting":"Zero-shot setting (ZSAD)","domain":"Industrial"}. This record does not assert independent reproduction.

### AnomalyCLIP

AUROC: 93.5. Result ID: 69ae88ea6dbb7075b956bbbe.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e82d603e6de3e42993.md>)

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

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

Recorded evaluation configuration: {"Venue":"ICLR2024","Evaluation Protocol":"Zero-shot","Backbone":"ViT-L-14-336"}. This record does not assert independent reproduction.

### AnomalyCLIP

AUROC: 93.3. Result ID: 69a89ecd6dbb7075b9518db4.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc862d603e6de3e3d55e.md>)

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

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

Recorded evaluation configuration: {"setting":"Zero-shot setting (ZSAD)","domain":"Industrial"}. This record does not assert independent reproduction.

### WinCLIP

AUROC: 93.2. Result ID: 69ae88ea6dbb7075b956bbbc.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e82d603e6de3e42993.md>)

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

Recorded evaluation configuration: {"Venue":"CVPR2023","Evaluation Protocol":"Zero-shot","Backbone":"ViT-L-14-336"}. This record does not assert independent reproduction.

### AdaCLIP

AUROC: 92.8. Result ID: 6995c4443badfaffe6c75d5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c094.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ViT-L-14-336","Resolution":"518x518"}. This record does not assert independent reproduction.

### AdaCLIP

AUROC: 92.8. Result ID: 6997c13d5698665ec41809cd.

[Reporting paper](<https://www.sota2.com/research/paper/69687496e25ad2fa9d1ec58f.md>)

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

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

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

### Ada-CLIP

AUROC: 92.8. Result ID: 69ae88ea6dbb7075b956bbbf.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e82d603e6de3e42993.md>)

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

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

Recorded evaluation configuration: {"Venue":"ECCV2024","Evaluation Protocol":"Zero-shot","Backbone":"ViT-L-14-336"}. This record does not assert independent reproduction.

### AA-CLIP

AUROC: 92.5. Result ID: 69a89ecd6dbb7075b9518db6.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc862d603e6de3e3d55e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77551e209131cea7270b.md>)

[Implementation](<https://github.com/Mwxinnn/AA-CLIP>)

Recorded evaluation configuration: {"setting":"Zero-shot setting (ZSAD)","domain":"Industrial","re-trained status":"True"}. This record does not assert independent reproduction.

### CLIP-AD

AUROC: 91.5. Result ID: 6995c4443badfaffe6c75d58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c094.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72641e209131cea562a8.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L-14-336","Resolution":"518x518"}. This record does not assert independent reproduction.

### AdaCLIP

AUROC: 91.5. Result ID: 69a89ecd6dbb7075b9518db5.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc862d603e6de3e3d55e.md>)

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

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

Recorded evaluation configuration: {"setting":"Zero-shot setting (ZSAD)","domain":"Industrial","re-trained status":"True"}. This record does not assert independent reproduction.

### CLIP-AD

AUROC: 91.5. Result ID: 69ae88ea6dbb7075b956bbbd.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e82d603e6de3e42993.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72641e209131cea562a8.md>)

Recorded evaluation configuration: {"Venue":"IJCAI2024","Evaluation Protocol":"Zero-shot","Backbone":"ViT-L-14-336"}. This record does not assert independent reproduction.

### AA-CLIP

AUROC: 91.4. Result ID: 69ae88ea6dbb7075b956bbc0.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e82d603e6de3e42993.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77551e209131cea7270b.md>)

[Implementation](<https://github.com/Mwxinnn/AA-CLIP>)

Recorded evaluation configuration: {"Venue":"CVPR2025","Evaluation Protocol":"Zero-shot","Backbone":"ViT-L-14-336"}. This record does not assert independent reproduction.

### DINOV2

AUROC: 85.8. Result ID: 699471fe3a6c3148491d4940.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

Recorded evaluation configuration: {"supervised\_training":false}. This record does not assert independent reproduction.

### April-GAN

AUROC: 85.5. Result ID: 69a89ecd6dbb7075b9518db3.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc862d603e6de3e3d55e.md>)

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

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

Recorded evaluation configuration: {"setting":"Zero-shot setting (ZSAD)","domain":"Industrial"}. This record does not assert independent reproduction.

### APRIL-GAN

AUROC: 83.9. Result ID: 6995c4443badfaffe6c75d57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c094.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ViT-L-14-336","Resolution":"518x518"}. This record does not assert independent reproduction.

### APRIL-GAN

AUROC: 83.7. Result ID: 6997c13d5698665ec41809cb.

[Reporting paper](<https://www.sota2.com/research/paper/69687496e25ad2fa9d1ec58f.md>)

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

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

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

### SAM

AUROC: 81.9. Result ID: 699471fe3a6c3148491d4941.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea437f2.md>)

[Implementation](<https://segment-anything.com/>)

Recorded evaluation configuration: {"supervised\_training":false}. This record does not assert independent reproduction.

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