# Image Classification on CIFAR10 (test) (Clean & Certified Accuracy)

Source: [Image Classification on CIFAR10 (test) (Clean & Certified Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-clean-and-certified-accuracy>)

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

Data updated: 2026-02-26T05:39:15.527Z

Evaluation of Image Classification performance on the CIFAR-10 test set, reporting standard Clean Accuracy alongside Certified Accuracy under 2x2 and 4x4 constraints.

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 (test) |
| Metric | Clean Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Clean Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-clean-and-certified-accuracy.md?metric=Clean%20Accuracy>): Higher is better; unit: PERCENT.

- [Certified Accuracy (2x2)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-clean-and-certified-accuracy.md?metric=Certified%20Accuracy%20(2x2)>): Higher is better; unit: PERCENT.

- [Certified Accuracy (4x4)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-clean-and-certified-accuracy.md?metric=Certified%20Accuracy%20(4x4)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Clean Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ECViT-B | 93.48 | Not recorded | 68fa6bfc1e209131cea316e6 |
| ViT-B | 91.28 | Not recorded | 68fa6bfc1e209131cea316e6 |
| ECViT-S | 87.56 | Not recorded | 68fa6bfc1e209131cea316e6 |
| BagCert | 86 | Not recorded | 68fa6bfc1e209131cea316e6 |
| ResNext101 | 85.34 | Not recorded | 68fa6bfc1e209131cea316e6 |
| PG | 84.7 | Not recorded | 68fa6bfc1e209131cea316e6 |
| CBN | 84.2 | Not recorded | 68fa6bfc1e209131cea316e6 |
| DS | 83.9 | Not recorded | 68fa6bfc1e209131cea316e6 |
| ViT-S | 80.4 | Not recorded | 68fa6bfc1e209131cea316e6 |

### ECViT-B

Clean Accuracy: 93.48. Result ID: 698eb368ffc3901de09fea2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e6.md>)

Recorded evaluation configuration: {"Defense Category":"Smooth Model","Backbone":"ViT-B"}. This record does not assert independent reproduction.

### ViT-B

Clean Accuracy: 91.28. Result ID: 698eb368ffc3901de09fea2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Defense Category":"Smooth Model"}. This record does not assert independent reproduction.

### ECViT-S

Clean Accuracy: 87.56. Result ID: 698eb368ffc3901de09fea29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e6.md>)

Recorded evaluation configuration: {"Defense Category":"Smooth Model","Backbone":"ViT-S"}. This record does not assert independent reproduction.

### BagCert

Clean Accuracy: 86. Result ID: 698eb368ffc3901de09fea27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69351e209131cea20d36.md>)

Recorded evaluation configuration: {"Defense Category":"Baseline"}. This record does not assert independent reproduction.

### ResNext101

Clean Accuracy: 85.34. Result ID: 698eb368ffc3901de09fea2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634f1e209131ce9fdfe2.md>)

[Implementation](<https://github.com/facebookresearch/ResNeXt>)

Recorded evaluation configuration: {"Defense Category":"Smooth Model"}. This record does not assert independent reproduction.

### PG

Clean Accuracy: 84.7. Result ID: 698eb368ffc3901de09fea26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b11e209131cea23729.md>)

Recorded evaluation configuration: {"Defense Category":"Baseline"}. This record does not assert independent reproduction.

### CBN

Clean Accuracy: 84.2. Result ID: 698eb368ffc3901de09fea24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e6.md>)

Recorded evaluation configuration: {"Defense Category":"Baseline"}. This record does not assert independent reproduction.

### DS

Clean Accuracy: 83.9. Result ID: 698eb368ffc3901de09fea25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690b1e209131cea1fada.md>)

Recorded evaluation configuration: {"Defense Category":"Baseline"}. This record does not assert independent reproduction.

### ViT-S

Clean Accuracy: 80.4. Result ID: 698eb368ffc3901de09fea28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Defense Category":"Smooth Model"}. This record does not assert independent reproduction.

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