# Image Classification on CIFAR-10-C (severity 4)

Source: [Image Classification on CIFAR-10-C (severity 4)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-c-severity-4>)

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

Data updated: 2026-02-26T05:28:39.610Z

Evaluation of Image Classification performance on the CIFAR-10-C dataset under Severity Level 4 corruptions.

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 Classification |
| Dataset (including any stated split) | CIFAR-10-C severity 4 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-c-severity-4.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Δ-UQ | 67.8 | Not recorded | 68fa6e251e209131cea3e20f |
| DEns | 65 | Not recorded | 68fa6e251e209131cea3e20f |
| SVI | 63.1 | Not recorded | 68fa6e251e209131cea3e20f |
| MC Dropout | 61.5 | Not recorded | 68fa6e251e209131cea3e20f |
| Vanilla | 60.6 | Not recorded | 68fa6e251e209131cea3e20f |

### Δ-UQ

Accuracy: 67.8. Result ID: 699012653a6c314849fde99b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e251e209131cea3e20f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e251e209131cea3e20f.md>)

[Implementation](<https://www.sota2.com/github.com/LLNL/DeltaUQ>)

Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction.

### DEns

Accuracy: 65. Result ID: 699012653a6c314849fde998.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e251e209131cea3e20f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63bc1e209131cea0084f.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction.

### SVI

Accuracy: 63.1. Result ID: 699012653a6c314849fde99a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e251e209131cea3e20f.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction.

### MC Dropout

Accuracy: 61.5. Result ID: 699012653a6c314849fde999.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e251e209131cea3e20f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f61e209131cea1f584.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction.

### Vanilla

Accuracy: 60.6. Result ID: 699012653a6c314849fde997.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e251e209131cea3e20f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction.

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