# Classification on CIFAR-10-C 1.0 (test)

Source: [Classification on CIFAR-10-C 1.0 (test)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test>)

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

Data updated: 2026-02-26T05:34:12.293Z

Evaluation of Classification performance on the CIFAR-10-C version 1.0 test set, reporting accuracy across 15 common corruption types (e.g., noise, blur, weather) and the mean performance across all 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 | Classification |
| Dataset (including any stated split) | CIFAR-10-C 1.0 (test) |
| Metric | Accuracy (Clean) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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 (Clean)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Clean)>): Higher is better; unit: PERCENT.

- [Accuracy (Gaussian Noise)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Gaussian%20Noise)>): Higher is better; unit: PERCENT.

- [Accuracy (Shot Noise)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Shot%20Noise)>): Higher is better; unit: PERCENT.

- [Accuracy (Impulse Noise)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Impulse%20Noise)>): Higher is better; unit: PERCENT.

- [Accuracy (Defocus Blur)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Defocus%20Blur)>): Higher is better; unit: PERCENT.

- [Accuracy (Glass Blur)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Glass%20Blur)>): Higher is better; unit: PERCENT.

- [Accuracy (Motion Blur)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Motion%20Blur)>): Higher is better; unit: PERCENT.

- [Accuracy (Zoom Blur)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Zoom%20Blur)>): Higher is better; unit: PERCENT.

- [Accuracy (Snow)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Snow)>): Higher is better; unit: PERCENT.

- [Accuracy (Frost)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Frost)>): Higher is better; unit: PERCENT.

- [Accuracy (Fog)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Fog)>): Higher is better; unit: PERCENT.

- [Accuracy (Brightness)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Brightness)>): Higher is better; unit: PERCENT.

- [Accuracy (Contrast)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Contrast)>): Higher is better; unit: PERCENT.

- [Accuracy (Elastic Transform)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Elastic%20Transform)>): Higher is better; unit: PERCENT.

- [Accuracy (Pixelate)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(Pixelate)>): Higher is better; unit: PERCENT.

- [Accuracy (JPEG Compression)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Accuracy%20(JPEG%20Compression)>): Higher is better; unit: PERCENT.

- [Mean Accuracy (C)](<https://www.sota2.com/research/sota/classification-on-cifar-10-c-1-0-test.md?metric=Mean%20Accuracy%20(C)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (Clean) | Result date | Report paper |
| --- | --- | --- | --- |
| MGR | 88.02 | Not recorded | 68fa70f31e209131cea4e4b2 |
| PCR | 87.06 | Not recorded | 68fa70f31e209131cea4e4b2 |
| Base Model | 86.49 | Not recorded | 68fa70f31e209131cea4e4b2 |
| GDA | 84.11 | Not recorded | 68fa70f31e209131cea4e4b2 |

### MGR

Accuracy (Clean): 88.02. Result ID: 699168153a6c31484907edb7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f31e209131cea4e4b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f31e209131cea4e4b2.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### PCR

Accuracy (Clean): 87.06. Result ID: 699168153a6c31484907edb6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f31e209131cea4e4b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f31e209131cea4e4b2.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### Base Model

Accuracy (Clean): 86.49. Result ID: 699168153a6c31484907edb4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f31e209131cea4e4b2.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### GDA

Accuracy (Clean): 84.11. Result ID: 699168153a6c31484907edb5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f31e209131cea4e4b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649b1e209131cea057fe.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

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