# Image Classification on CIFAR-10 (Adversarial Robustness Suite)

Source: [Image Classification on CIFAR-10 (Adversarial Robustness Suite)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-adversarial-robustness-suite>)

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

Data updated: 2026-02-26T05:39:16.156Z

Evaluation of Image Classification performance on CIFAR-10 focusing on robustness against various adversarial attacks, including PGD, CW, SPSA, and AA 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 |
| Metric | Clean 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

- [Clean Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-adversarial-robustness-suite.md?metric=Clean%20Accuracy>): Higher is better; unit: PERCENT.

- [PGD Robust Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-adversarial-robustness-suite.md?metric=PGD%20Robust%20Accuracy>): Higher is better; unit: PERCENT.

- [CW Robust Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-adversarial-robustness-suite.md?metric=CW%20Robust%20Accuracy>): Higher is better; unit: PERCENT.

- [SPSA Robust Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-adversarial-robustness-suite.md?metric=SPSA%20Robust%20Accuracy>): Higher is better; unit: PERCENT.

- [LGV Robust Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-adversarial-robustness-suite.md?metric=LGV%20Robust%20Accuracy>): Higher is better; unit: PERCENT.

- [AA Robust Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-adversarial-robustness-suite.md?metric=AA%20Robust%20Accuracy>): Higher is better; unit: PERCENT.

- [Avg Robust Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-adversarial-robustness-suite.md?metric=Avg%20Robust%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Clean Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DrNAS | 86.45 | Not recorded | 68fa70e81e209131cea4de59 |
| PC-DARTS | 86.02 | Not recorded | 68fa70e81e209131cea4de59 |
| AdvRush | 85.98 | Not recorded | 68fa70e81e209131cea4de59 |
| CRoZe | 84.28 | Not recorded | 68fa70e81e209131cea4de59 |
| GradNorm | 81.61 | Not recorded | 68fa70e81e209131cea4de59 |
| RobNet | 80.53 | Not recorded | 68fa70e81e209131cea4de59 |
| SynFlow | 77.08 | Not recorded | 68fa70e81e209131cea4de59 |

### DrNAS

Clean Accuracy: 86.45. Result ID: 699160a03a6c31484907bcfe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d24.md>)

[Implementation](<https://github.com/xiangning-chen/DrNAS>)

Recorded evaluation configuration: {"Training Mode":"Adversarially-trained","Search Space":"DARTS"}. This record does not assert independent reproduction.

### PC-DARTS

Clean Accuracy: 86.02. Result ID: 699160a03a6c31484907bcfd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67511e209131cea1563d.md>)

[Implementation](<https://github.com/yuhuixu1993/PC-DARTS>)

Recorded evaluation configuration: {"Training Mode":"Adversarially-trained","Search Space":"DARTS"}. This record does not assert independent reproduction.

### AdvRush

Clean Accuracy: 85.98. Result ID: 699160a03a6c31484907bd00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea2905e.md>)

Recorded evaluation configuration: {"Training Mode":"Adversarially-trained","Search Space":"DARTS"}. This record does not assert independent reproduction.

### CRoZe

Clean Accuracy: 84.28. Result ID: 699160a03a6c31484907bd03.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de59.md>)

[Implementation](<https://github.com/HyeonjeongHa/CRoZe>)

Recorded evaluation configuration: {"Training Mode":"Adversarially-trained","Search Space":"DARTS"}. This record does not assert independent reproduction.

### GradNorm

Clean Accuracy: 81.61. Result ID: 699160a03a6c31484907bd01.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69961e209131cea22e24.md>)

Recorded evaluation configuration: {"Training Mode":"Adversarially-trained","Search Space":"DARTS"}. This record does not assert independent reproduction.

### RobNet

Clean Accuracy: 80.53. Result ID: 699160a03a6c31484907bcff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67411e209131cea154a0.md>)

Recorded evaluation configuration: {"Training Mode":"Adversarially-trained","Search Space":"DARTS"}. This record does not assert independent reproduction.

### SynFlow

Clean Accuracy: 77.08. Result ID: 699160a03a6c31484907bd02.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69961e209131cea22e24.md>)

Recorded evaluation configuration: {"Training Mode":"Adversarially-trained","Search Space":"DARTS"}. This record does not assert independent reproduction.

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