# Adversarial Robustness on ImageNet-A (test)

Source: [Adversarial Robustness on ImageNet-A (test)](<https://www.sota2.com/research/sota/adversarial-robustness-on-imagenet-a-test>)

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

Data updated: 2026-02-26T05:42:16.566Z

Evaluation of model performance against adversarial examples specifically on the ImageNet-A test set, measured by Error rate.

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 | Adversarial Robustness |
| Dataset (including any stated split) | ImageNet-A (test) |
| Metric | Error Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [Error Rate](<https://www.sota2.com/research/sota/adversarial-robustness-on-imagenet-a-test.md?metric=Error%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| PIXMIX | 92.9 | Not recorded | 68fa6c1d1e209131cea32540 |
| Baseline | 96.5 | Not recorded | 68fa6c1d1e209131cea32540 |
| CutMix | 97 | Not recorded | 68fa6c1d1e209131cea32540 |
| Mixup | 97.4 | Not recorded | 68fa6c1d1e209131cea32540 |
| Cutout | 98.5 | Not recorded | 68fa6c1d1e209131cea32540 |

### PIXMIX

Error Rate: 92.9. Result ID: 698edf24ffc3901de0a27b88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Implementation](<https://github.com/andyzoujm/pixmix>)

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

### Baseline

Error Rate: 96.5. Result ID: 698edf24ffc3901de0a27b84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

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

### CutMix

Error Rate: 97. Result ID: 698edf24ffc3901de0a27b87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663d1e209131cea0f1ce.md>)

[Implementation](<https://github.com/clovaai/CutMix-PyTorch>)

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

### Mixup

Error Rate: 97.4. Result ID: 698edf24ffc3901de0a27b86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e44.md>)

[Implementation](<https://github.com/facebookresearch/mixup-cifar10>)

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

### Cutout

Error Rate: 98.5. Result ID: 698edf24ffc3901de0a27b85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d61e209131cea01202.md>)

[Implementation](<https://github.com/uoguelph-mlrg/Cutout>)

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

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