# Image Classification on CIFAR10 (Adversarial Robustness PGD-10)

Source: [Image Classification on CIFAR10 (Adversarial Robustness PGD-10)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-adversarial-robustness-pgd-10>)

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

Data updated: 2026-02-26T05:39:16.028Z

Evaluation of Image Classification performance on the CIFAR-10 dataset, reporting clean accuracy alongside robustness metrics derived from PGD attacks (e.g., PGD-10 step results) and adversarial accuracy (AA).

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) | CIFAR10 |
| Metric | Clean 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

- [Clean Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar10-adversarial-robustness-pgd-10.md?metric=Clean%20Accuracy>): Higher is better; unit: PERCENT.

- [PGD-10 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar10-adversarial-robustness-pgd-10.md?metric=PGD-10%20Accuracy>): Higher is better; unit: PERCENT.

- [Adversarial Accuracy (AA)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-adversarial-robustness-pgd-10.md?metric=Adversarial%20Accuracy%20(AA)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Clean Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TWINS-AT | 91.95 | Not recorded | 68fa6ed11e209131cea4265b |
| TWINS-AT | 91.24 | Not recorded | 68fa6ed11e209131cea4265b |
| AT | 89.77 | Not recorded | 68fa6ed11e209131cea4265b |
| TRADES | 87.06 | Not recorded | 68fa6ed11e209131cea4265b |
| TWINS-TRADES | 86.61 | Not recorded | 68fa6ed11e209131cea4265b |
| TWINS-TRADES | 86.6 | Not recorded | 68fa6ed11e209131cea4265b |

### TWINS-AT

Clean Accuracy: 91.95. Result ID: 699060623a6c314849001aee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea4265b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea4265b.md>)

[Implementation](<https://github.com/ziquanliu/CVPR2023-TWINS>)

Recorded evaluation configuration: {"warmup":"true"}. This record does not assert independent reproduction.

### TWINS-AT

Clean Accuracy: 91.24. Result ID: 699060623a6c314849001aed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea4265b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea4265b.md>)

[Implementation](<https://github.com/ziquanliu/CVPR2023-TWINS>)

Recorded evaluation configuration: {"warmup":"false"}. This record does not assert independent reproduction.

### AT

Clean Accuracy: 89.77. Result ID: 699060623a6c314849001aec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea4265b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665a1e209131cea0fbae.md>)

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

### TRADES

Clean Accuracy: 87.06. Result ID: 699060623a6c314849001aef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea4265b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d897.md>)

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

### TWINS-TRADES

Clean Accuracy: 86.61. Result ID: 699060623a6c314849001af0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea4265b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea4265b.md>)

[Implementation](<https://github.com/ziquanliu/CVPR2023-TWINS>)

Recorded evaluation configuration: {"warmup":"false"}. This record does not assert independent reproduction.

### TWINS-TRADES

Clean Accuracy: 86.6. Result ID: 699060623a6c314849001af1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea4265b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea4265b.md>)

[Implementation](<https://github.com/ziquanliu/CVPR2023-TWINS>)

Recorded evaluation configuration: {"warmup":"true"}. This record does not assert independent reproduction.

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