# Data Augmentation Policy Search on CIFAR-10

Source: [Data Augmentation Policy Search on CIFAR-10](<https://www.sota2.com/research/sota/data-augmentation-policy-search-on-cifar-10>)

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

Data updated: 2026-02-26T05:45:47.718Z

Evaluation of the computational cost (measured in GPU hours) required to search for optimal data augmentation policies when training models on the CIFAR-10 dataset.

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 | Data augmentation policy search |
| Dataset (including any stated split) | CIFAR-10 |
| Metric | GPU Hours |
| Unit | TIME |
| Direction | Lower 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

- [GPU Hours](<https://www.sota2.com/research/sota/data-augmentation-policy-search-on-cifar-10.md?metric=GPU%20Hours>): Lower is better; unit: TIME.

## Recorded results

| Method | GPU Hours | Result date | Report paper |
| --- | --- | --- | --- |
| DADA | 0.1 | Not recorded | 68fa68091e209131cea19b4e |
| Faster AutoAugment | 0.23 | Not recorded | 68fa66aa1e209131cea117a8 |
| Fast AutoAugment | 3.5 | Not recorded | 68fa66aa1e209131cea117a8 |
| Fast AA | 3.5 | Not recorded | 68fa68091e209131cea19b4e |
| PBA | 5 | Not recorded | 68fa66aa1e209131cea117a8 |
| PBA | 5 | Not recorded | 68fa68091e209131cea19b4e |
| OHL AA | 83.4 | Not recorded | 68fa68091e209131cea19b4e |
| AutoAugment | 5000 | Not recorded | 68fa66aa1e209131cea117a8 |
| AA | 5000 | Not recorded | 68fa68091e209131cea19b4e |

### DADA

GPU Hours: 0.1. Result ID: 698d54d88b517eb43320b4f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68091e209131cea19b4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68091e209131cea19b4e.md>)

[Implementation](<https://github.com/VDIGPKU/DADA>)

Recorded evaluation configuration: {"Backbone":"Wide-ResNet-28-10","GPU":"Titan XP"}. This record does not assert independent reproduction.

### Faster AutoAugment

GPU Hours: 0.23. Result ID: 698cfe198b517eb4331e376f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66aa1e209131cea117a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66aa1e209131cea117a8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Fast AutoAugment

GPU Hours: 3.5. Result ID: 698cfe198b517eb4331e376e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66aa1e209131cea117a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e21e209131cea12d0c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Fast AA

GPU Hours: 3.5. Result ID: 698d54d88b517eb43320b4f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68091e209131cea19b4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e21e209131cea12d0c.md>)

Recorded evaluation configuration: {"Backbone":"Wide-ResNet-28-10","GPU":"Tesla V100"}. This record does not assert independent reproduction.

### PBA

GPU Hours: 5. Result ID: 698cfe198b517eb4331e376d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66aa1e209131cea117a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bc1e209131cea0c00f.md>)

[Implementation](<https://github.com/arcelien/pba>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PBA

GPU Hours: 5. Result ID: 698d54d88b517eb43320b4f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68091e209131cea19b4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bc1e209131cea0c00f.md>)

[Implementation](<https://github.com/arcelien/pba>)

Recorded evaluation configuration: {"Backbone":"Wide-ResNet-28-10","GPU":"Titan XP"}. This record does not assert independent reproduction.

### OHL AA

GPU Hours: 83.4. Result ID: 698d54d88b517eb43320b4f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68091e209131cea19b4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663c1e209131cea0f0fd.md>)

Recorded evaluation configuration: {"Backbone":"Wide-ResNet-28-10"}. This record does not assert independent reproduction.

### AutoAugment

GPU Hours: 5000. Result ID: 698cfe198b517eb4331e376c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66aa1e209131cea117a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b94a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AA

GPU Hours: 5000. Result ID: 698d54d88b517eb43320b4ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68091e209131cea19b4e.md>)

Recorded evaluation configuration: {"Backbone":"Wide-ResNet-28-10","GPU":"Tesla P100"}. This record does not assert independent reproduction.

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