# Anomaly Detection on CIFAR100 Coarse

Source: [Anomaly Detection on CIFAR100 Coarse](<https://www.sota2.com/research/sota/anomaly-detection-on-cifar100-coarse>)

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

Data updated: 2026-02-26T05:25:53.669Z

Evaluation of Anomaly Detection performance on the coarse-grained split of the CIFAR-100 dataset, typically measured using AUROC.

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 Detection |
| Dataset (including any stated split) | CIFAR100 Coarse |
| Metric | AUROC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-detection-on-cifar100-coarse.md?metric=AUROC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| CLIP-ViT-L/14 (LAION-2B) | 0.985 | Not recorded | 68fa70ac1e209131cea4c687 |
| CLIP-ViT-L/14 (LAION-2B) | 0.9805 | Not recorded | 68fa70ac1e209131cea4c687 |
| CLIP-ViT-L/14 (LAION-400M) | 0.9786 | Not recorded | 68fa70ac1e209131cea4c687 |
| CLIP-ViT-L/14 (LAION-400M) | 0.9777 | Not recorded | 68fa70ac1e209131cea4c687 |
| SOTA | 0.9734 | Not recorded | 68fa70ac1e209131cea4c687 |
| CLIP-ViT-L/14 (WIT) | 0.9583 | Not recorded | 68fa70ac1e209131cea4c687 |
| CLIP-RN50 (WIT) | 0.8929 | Not recorded | 68fa70ac1e209131cea4c687 |
| CLIP-ViT-L/14 (WIT) | 0.885 | Not recorded | 68fa70ac1e209131cea4c687 |
| CLIP-RN50 (WIT) | 0.8647 | Not recorded | 68fa70ac1e209131cea4c687 |

### CLIP-ViT-L/14 (LAION-2B)

AUROC: 0.985. Result ID: 69913a243a6c314849069e91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

Recorded evaluation configuration: {"Transform":"gLocal"}. This record does not assert independent reproduction.

### CLIP-ViT-L/14 (LAION-2B)

AUROC: 0.9805. Result ID: 69913a243a6c314849069e90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

Recorded evaluation configuration: {"Transform":"original"}. This record does not assert independent reproduction.

### CLIP-ViT-L/14 (LAION-400M)

AUROC: 0.9786. Result ID: 69913a243a6c314849069e8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

Recorded evaluation configuration: {"Transform":"original"}. This record does not assert independent reproduction.

### CLIP-ViT-L/14 (LAION-400M)

AUROC: 0.9777. Result ID: 69913a243a6c314849069e8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

Recorded evaluation configuration: {"Transform":"gLocal"}. This record does not assert independent reproduction.

### SOTA

AUROC: 0.9734. Result ID: 69913a243a6c314849069e92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e761e209131cea40071.md>)

[Implementation](<https://github.com/liznerski/eoe>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CLIP-ViT-L/14 (WIT)

AUROC: 0.9583. Result ID: 69913a243a6c314849069e8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

Recorded evaluation configuration: {"Transform":"gLocal"}. This record does not assert independent reproduction.

### CLIP-RN50 (WIT)

AUROC: 0.8929. Result ID: 69913a243a6c314849069e8b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

Recorded evaluation configuration: {"Transform":"gLocal"}. This record does not assert independent reproduction.

### CLIP-ViT-L/14 (WIT)

AUROC: 0.885. Result ID: 69913a243a6c314849069e8c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

Recorded evaluation configuration: {"Transform":"original"}. This record does not assert independent reproduction.

### CLIP-RN50 (WIT)

AUROC: 0.8647. Result ID: 69913a243a6c314849069e8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c687.md>)

Recorded evaluation configuration: {"Transform":"original"}. This record does not assert independent reproduction.

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