# Image Classification on CIFAR-10 Contrast (severity-averaged) (test)

Source: [Image Classification on CIFAR-10 Contrast (severity-averaged) (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-contrast-severity-averaged-test>)

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

Data updated: 2026-05-11T09:00:18.829Z

Evaluation of Image Classification performance on the severity-averaged test split of the CIFAR-10 Contrast dataset, measured using accuracy.

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 Contrast (severity-averaged) (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HE | 89.12 | Not recorded | 6a016264dbc836b87d822f57 |
| CLAHE | 58.67 | Not recorded | 6a016264dbc836b87d822f57 |
| GC-ART | 48.45 | Not recorded | 6a016264dbc836b87d822f57 |
| γ=3.0 | 48.01 | Not recorded | 6a016264dbc836b87d822f57 |
| γ=2.2 | 47.68 | Not recorded | 6a016264dbc836b87d822f57 |
| γ=1.5 | 47.19 | Not recorded | 6a016264dbc836b87d822f57 |
| Zero-DCE | 47.17 | Not recorded | 6a016264dbc836b87d822f57 |
| Zero-DCE++ | 47.13 | Not recorded | 6a016264dbc836b87d822f57 |
| Baseline | 46.27 | Not recorded | 6a016264dbc836b87d822f57 |

### HE

Accuracy: 89.12. Result ID: 6a019a8c47f34ce924e3a0de.

[Reporting paper](<https://www.sota2.com/research/paper/6a016264dbc836b87d822f57.md>)

Recorded evaluation configuration: {"Pre-proc.":"Histogram Equalization"}. This record does not assert independent reproduction.

### CLAHE

Accuracy: 58.67. Result ID: 6a019a8c47f34ce924e3a0df.

[Reporting paper](<https://www.sota2.com/research/paper/6a016264dbc836b87d822f57.md>)

Recorded evaluation configuration: {"Pre-proc.":"CLAHE"}. This record does not assert independent reproduction.

### GC-ART

Accuracy: 48.45. Result ID: 6a019a8c47f34ce924e3a0dd.

[Reporting paper](<https://www.sota2.com/research/paper/6a016264dbc836b87d822f57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a016264dbc836b87d822f57.md>)

Recorded evaluation configuration: {"Model":"GC-ART"}. This record does not assert independent reproduction.

### γ=3.0

Accuracy: 48.01. Result ID: 6a019a8c47f34ce924e3a0e2.

[Reporting paper](<https://www.sota2.com/research/paper/6a016264dbc836b87d822f57.md>)

Recorded evaluation configuration: {"Pre-proc.":"Gamma correction"}. This record does not assert independent reproduction.

### γ=2.2

Accuracy: 47.68. Result ID: 6a019a8c47f34ce924e3a0e1.

[Reporting paper](<https://www.sota2.com/research/paper/6a016264dbc836b87d822f57.md>)

Recorded evaluation configuration: {"Pre-proc.":"Gamma correction"}. This record does not assert independent reproduction.

### γ=1.5

Accuracy: 47.19. Result ID: 6a019a8c47f34ce924e3a0e0.

[Reporting paper](<https://www.sota2.com/research/paper/6a016264dbc836b87d822f57.md>)

Recorded evaluation configuration: {"Pre-proc.":"Gamma correction"}. This record does not assert independent reproduction.

### Zero-DCE

Accuracy: 47.17. Result ID: 6a019a8c47f34ce924e3a0db.

[Reporting paper](<https://www.sota2.com/research/paper/6a016264dbc836b87d822f57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67421e209131cea15513.md>)

[Implementation](<https://li-chongyi.github.io/Proj_Zero-DCE.html/>)

Recorded evaluation configuration: {"Model":"Zero-DCE"}. This record does not assert independent reproduction.

### Zero-DCE++

Accuracy: 47.13. Result ID: 6a019a8c47f34ce924e3a0dc.

[Reporting paper](<https://www.sota2.com/research/paper/6a016264dbc836b87d822f57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67421e209131cea15513.md>)

[Implementation](<https://li-chongyi.github.io/Proj_Zero-DCE.html/>)

Recorded evaluation configuration: {"Model":"Zero-DCE++"}. This record does not assert independent reproduction.

### Baseline

Accuracy: 46.27. Result ID: 6a019a8c47f34ce924e3a0da.

[Reporting paper](<https://www.sota2.com/research/paper/6a016264dbc836b87d822f57.md>)

Recorded evaluation configuration: {"Model":"Baseline"}. This record does not assert independent reproduction.

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