# Image Classification on CIFAR-10 intact (test)

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

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

Data updated: 2026-02-26T05:40:00.311Z

Evaluation of Image Classification model performance on the standard, uncorrupted CIFAR-10 test set, reporting Accuracy alongside Coverage and model Size metrics.

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 intact (test) |
| Metric | Coverage |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

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

- [Size](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-intact-test.md?metric=Size>): Lower is better; unit: SIZE.

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

## Recorded results

| Method | Coverage | Result date | Report paper |
| --- | --- | --- | --- |
| Focal | 93 | Not recorded | 68fa6dd91e209131cea3c65b |
| Hybrid | 92 | Not recorded | 68fa6dd91e209131cea3c65b |
| Cross Entropy | 92 | Not recorded | 68fa6dd91e209131cea3c65b |
| Cross Entropy | 92 | Not recorded | 68fa6dd91e209131cea3c65b |
| Hybrid | 91 | Not recorded | 68fa6dd91e209131cea3c65b |
| Focal | 91 | Not recorded | 68fa6dd91e209131cea3c65b |
| Conformal | 90 | Not recorded | 68fa6dd91e209131cea3c65b |
| Conformal | 90 | Not recorded | 68fa6dd91e209131cea3c65b |

### Focal

Coverage: 93. Result ID: 698fdfaa3a6c314849fc7984.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c65b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a21e209131cea1d496.md>)

Recorded evaluation configuration: {"Training Regime":"Early Stopping (acc)"}. This record does not assert independent reproduction.

### Hybrid

Coverage: 92. Result ID: 698fdfaa3a6c314849fc797f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c65b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c65b.md>)

[Implementation](<https://github.com/bat-sheva/conformal-learning>)

Recorded evaluation configuration: {"Training Regime":"Full"}. This record does not assert independent reproduction.

### Cross Entropy

Coverage: 92. Result ID: 698fdfaa3a6c314849fc7981.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c65b.md>)

Recorded evaluation configuration: {"Training Regime":"Full"}. This record does not assert independent reproduction.

### Cross Entropy

Coverage: 92. Result ID: 698fdfaa3a6c314849fc7982.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c65b.md>)

Recorded evaluation configuration: {"Training Regime":"Early Stopping (acc)"}. This record does not assert independent reproduction.

### Hybrid

Coverage: 91. Result ID: 698fdfaa3a6c314849fc7980.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c65b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c65b.md>)

[Implementation](<https://github.com/bat-sheva/conformal-learning>)

Recorded evaluation configuration: {"Training Regime":"Early Stopping (acc)"}. This record does not assert independent reproduction.

### Focal

Coverage: 91. Result ID: 698fdfaa3a6c314849fc7983.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c65b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a21e209131cea1d496.md>)

Recorded evaluation configuration: {"Training Regime":"Full"}. This record does not assert independent reproduction.

### Conformal

Coverage: 90. Result ID: 698fdfaa3a6c314849fc797d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c65b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c65b.md>)

[Implementation](<https://github.com/bat-sheva/conformal-learning>)

Recorded evaluation configuration: {"Training Regime":"Full"}. This record does not assert independent reproduction.

### Conformal

Coverage: 90. Result ID: 698fdfaa3a6c314849fc797e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c65b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c65b.md>)

[Implementation](<https://github.com/bat-sheva/conformal-learning>)

Recorded evaluation configuration: {"Training Regime":"Early Stopping (acc)"}. This record does not assert independent reproduction.

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