# Image Classification on CIFAR-10 all training labels (test)

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

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

Data updated: 2026-02-26T05:27:34.157Z

Evaluation of Image Classification performance on the CIFAR-10 test set, using all examples derived from the training set distribution for testing.

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 all training labels (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-all-training-labels-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CLS-GAN | 91.7 | Not recorded | 68fa66b01e209131cea11d2a |
| Examplar CNN | 84.3 | Not recorded | 68fa66b01e209131cea11d2a |
| Conditional GAN | 83.6 | Not recorded | 68fa66b01e209131cea11d2a |
| DCGAN | 82.8 | Not recorded | 68fa66b01e209131cea11d2a |
| 3 Layer K-means Learned RF | 82 | Not recorded | 68fa66b01e209131cea11d2a |
| View Invariant K-means | 81.9 | Not recorded | 68fa66b01e209131cea11d2a |
| 1 Layer K-means | 80.6 | Not recorded | 68fa66b01e209131cea11d2a |

### CLS-GAN

Accuracy: 91.7. Result ID: 698d02bd8b517eb4331e55dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b01e209131cea11d2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b01e209131cea11d2a.md>)

[Implementation](<https://github.com/maple-research-lab>)

Recorded evaluation configuration: {"training\_labels":"all"}. This record does not assert independent reproduction.

### Examplar CNN

Accuracy: 84.3. Result ID: 698d02bd8b517eb4331e55da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b01e209131cea11d2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61fc1e209131ce9f6e8d.md>)

Recorded evaluation configuration: {"training\_labels":"all"}. This record does not assert independent reproduction.

### Conditional GAN

Accuracy: 83.6. Result ID: 698d02bd8b517eb4331e55db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b01e209131cea11d2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa619a1e209131ce9f50dc.md>)

Recorded evaluation configuration: {"training\_labels":"all"}. This record does not assert independent reproduction.

### DCGAN

Accuracy: 82.8. Result ID: 698d02bd8b517eb4331e55dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b01e209131cea11d2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62451e209131ce9f86d4.md>)

Recorded evaluation configuration: {"training\_labels":"all"}. This record does not assert independent reproduction.

### 3 Layer K-means Learned RF

Accuracy: 82. Result ID: 698d02bd8b517eb4331e55d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b01e209131cea11d2a.md>)

Recorded evaluation configuration: {"training\_labels":"all"}. This record does not assert independent reproduction.

### View Invariant K-means

Accuracy: 81.9. Result ID: 698d02bd8b517eb4331e55d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b01e209131cea11d2a.md>)

Recorded evaluation configuration: {"training\_labels":"all"}. This record does not assert independent reproduction.

### 1 Layer K-means

Accuracy: 80.6. Result ID: 698d02bd8b517eb4331e55d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b01e209131cea11d2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62451e209131ce9f86d4.md>)

Recorded evaluation configuration: {"training\_labels":"all"}. This record does not assert independent reproduction.

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