# Image Classification on CIFAR-10 Symmetry-80% (test)

Source: [Image Classification on CIFAR-10 Symmetry-80% (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-symmetry-80-percent-test>)

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

Data updated: 2026-02-26T05:27:38.155Z

Evaluation of Image Classification performance on the test split of the CIFAR-10 dataset corrupted by 80% symmetry noise.

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 Symmetry-80% (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-symmetry-80-percent-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| JoCoR | 27.78 | Not recorded | 68fa67711e209131cea164c7 |
| Co-teaching | 26.58 | Not recorded | 68fa67711e209131cea164c7 |
| Co-teaching+ | 24.19 | Not recorded | 68fa67711e209131cea164c7 |
| Standard | 16.24 | Not recorded | 68fa67711e209131cea164c7 |
| F-correction | 15.88 | Not recorded | 68fa67711e209131cea164c7 |
| Decoupling | 15.31 | Not recorded | 68fa67711e209131cea164c7 |

### JoCoR

Accuracy: 27.78. Result ID: 698d35e78b517eb4331fd284.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164c7.md>)

Recorded evaluation configuration: {"Backbone":"7-layer CNN"}. This record does not assert independent reproduction.

### Co-teaching

Accuracy: 26.58. Result ID: 698d35e78b517eb4331fd282.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64fe1e209131cea07aa4.md>)

[Implementation](<https://github.com/bhanML/Co-teaching>)

Recorded evaluation configuration: {"Backbone":"7-layer CNN"}. This record does not assert independent reproduction.

### Co-teaching+

Accuracy: 24.19. Result ID: 698d35e78b517eb4331fd283.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bb1e209131cea0bed4.md>)

Recorded evaluation configuration: {"Backbone":"7-layer CNN"}. This record does not assert independent reproduction.

### Standard

Accuracy: 16.24. Result ID: 698d35e78b517eb4331fd27f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164c7.md>)

Recorded evaluation configuration: {"Backbone":"7-layer CNN"}. This record does not assert independent reproduction.

### F-correction

Accuracy: 15.88. Result ID: 698d35e78b517eb4331fd280.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63321e209131ce9fd4c8.md>)

Recorded evaluation configuration: {"Backbone":"7-layer CNN"}. This record does not assert independent reproduction.

### Decoupling

Accuracy: 15.31. Result ID: 698d35e78b517eb4331fd281.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642f1e209131cea0344e.md>)

Recorded evaluation configuration: {"Backbone":"7-layer CNN"}. This record does not assert independent reproduction.

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