# Image Classification on CIFAR-10 (Clean Error & mCE)

Source: [Image Classification on CIFAR-10 (Clean Error & mCE)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-clean-error-and-mce>)

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

Data updated: 2026-02-26T05:39:22.270Z

Evaluation of Image Classification performance on CIFAR-10 reporting standard clean error rate and mean Corruption Error (mCE).

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 |
| Metric | Clean Error |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

- [Clean Error](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-clean-error-and-mce.md?metric=Clean%20Error>): Lower is better; unit: PERCENT.

- [mCE](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-clean-error-and-mce.md?metric=mCE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Clean Error | Result date | Report paper |
| --- | --- | --- | --- |
| Vanilla training | 5.24 | Not recorded | 69423901456146936285056f |
| Vanilla training | 6.13 | Not recorded | 69423901456146936285056f |
| Vanilla training | 6.55 | Not recorded | 69423901456146936285056f |
| Visual Acuity Curriculum (VAC) | 6.77 | Not recorded | 69423901456146936285056f |
| Visual Acuity Curriculum (VAC) | 6.92 | Not recorded | 69423901456146936285056f |
| Vanilla training | 7.07 | Not recorded | 69423901456146936285056f |
| Visual Acuity Curriculum (VAC) | 7.66 | Not recorded | 69423901456146936285056f |
| Visual Acuity Curriculum (VAC) | 10.37 | Not recorded | 69423901456146936285056f |
| Vanilla training | 14.66 | Not recorded | 69423901456146936285056f |
| Visual Acuity Curriculum (VAC) | 16.9 | Not recorded | 69423901456146936285056f |

### Vanilla training

Clean Error: 5.24. Result ID: 69983dde5698665ec49a0ef1.

[Reporting paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

Recorded evaluation configuration: {"Architecture":"ResNet-18","Training Strategy":"Vanilla"}. This record does not assert independent reproduction.

### Vanilla training

Clean Error: 6.13. Result ID: 69983dde5698665ec49a0eef.

[Reporting paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

Recorded evaluation configuration: {"Architecture":"All-Conv","Training Strategy":"Vanilla"}. This record does not assert independent reproduction.

### Vanilla training

Clean Error: 6.55. Result ID: 69983dde5698665ec49a0ef3.

[Reporting paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

Recorded evaluation configuration: {"Architecture":"ResNet-56","Training Strategy":"Vanilla"}. This record does not assert independent reproduction.

### Visual Acuity Curriculum (VAC)

Clean Error: 6.77. Result ID: 69983dde5698665ec49a0ef0.

[Reporting paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

Recorded evaluation configuration: {"Architecture":"All-Conv","Training Strategy":"VAC"}. This record does not assert independent reproduction.

### Visual Acuity Curriculum (VAC)

Clean Error: 6.92. Result ID: 69983dde5698665ec49a0ef2.

[Reporting paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

Recorded evaluation configuration: {"Architecture":"ResNet-18","Training Strategy":"VAC"}. This record does not assert independent reproduction.

### Vanilla training

Clean Error: 7.07. Result ID: 69983dde5698665ec49a0ef7.

[Reporting paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

Recorded evaluation configuration: {"Architecture":"ConvNeXt","Training Strategy":"Vanilla"}. This record does not assert independent reproduction.

### Visual Acuity Curriculum (VAC)

Clean Error: 7.66. Result ID: 69983dde5698665ec49a0ef8.

[Reporting paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

Recorded evaluation configuration: {"Architecture":"ConvNeXt","Training Strategy":"VAC"}. This record does not assert independent reproduction.

### Visual Acuity Curriculum (VAC)

Clean Error: 10.37. Result ID: 69983dde5698665ec49a0ef4.

[Reporting paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

Recorded evaluation configuration: {"Architecture":"ResNet-56","Training Strategy":"VAC"}. This record does not assert independent reproduction.

### Vanilla training

Clean Error: 14.66. Result ID: 69983dde5698665ec49a0ef5.

[Reporting paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

Recorded evaluation configuration: {"Architecture":"MobileNet-v2","Training Strategy":"Vanilla"}. This record does not assert independent reproduction.

### Visual Acuity Curriculum (VAC)

Clean Error: 16.9. Result ID: 69983dde5698665ec49a0ef6.

[Reporting paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69423901456146936285056f.md>)

Recorded evaluation configuration: {"Architecture":"MobileNet-v2","Training Strategy":"VAC"}. This record does not assert independent reproduction.

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