# Image Classification on CIFAR-10 (test) (Standard and Robust Accuracy Reporting)

Source: [Image Classification on CIFAR-10 (test) (Standard and Robust Accuracy Reporting)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-standard-and-robust-accuracy-reporting>)

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

Data updated: 2026-07-07T10:34:11.685Z

Evaluation of Image Classification model performance on the CIFAR-10 test set, reporting both standard accuracy and a general robust accuracy metric.

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

- [Standard Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-standard-and-robust-accuracy-reporting.md?metric=Standard%20Accuracy>): Higher is better; unit: PERCENT.

- [Robust Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-standard-and-robust-accuracy-reporting.md?metric=Robust%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Standard Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| RAMRM-PureMaskDiT | 93.11 | Not recorded | 6a4c881f85dba69fef8b2909 |
| AMRM-PureMaskDiT | 92.03 | Not recorded | 6a4c881f85dba69fef8b2909 |
| RAMRM-PureMAE | 90.09 | Not recorded | 6a4c881f85dba69fef8b2909 |
| Diffpure | 89.2 | Not recorded | 6a4c881f85dba69fef8b2909 |
| AMRM-PureMAE | 88.57 | Not recorded | 6a4c881f85dba69fef8b2909 |

### RAMRM-PureMaskDiT

Standard Accuracy: 93.11. Result ID: 6a4cd60f60b88bb339caaec2.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

Recorded evaluation configuration: {"Architecture":"WRN-28-10","Attack":"BPDA","Perturbation Budget":"8/255","EoT":"20"}. This record does not assert independent reproduction.

### AMRM-PureMaskDiT

Standard Accuracy: 92.03. Result ID: 6a4cd60f60b88bb339caaec0.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

Recorded evaluation configuration: {"Architecture":"WRN-28-10","Attack":"BPDA","Perturbation Budget":"8/255","EoT":"20"}. This record does not assert independent reproduction.

### RAMRM-PureMAE

Standard Accuracy: 90.09. Result ID: 6a4cd60f60b88bb339caaec1.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

Recorded evaluation configuration: {"Architecture":"WRN-28-10","Attack":"BPDA","Perturbation Budget":"8/255","EoT":"20"}. This record does not assert independent reproduction.

### Diffpure

Standard Accuracy: 89.2. Result ID: 6a4cd60f60b88bb339caaebe.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c841e209131cea3472d.md>)

Recorded evaluation configuration: {"Architecture":"WRN-28-10","Attack":"BPDA","Perturbation Budget":"8/255","EoT":"20"}. This record does not assert independent reproduction.

### AMRM-PureMAE

Standard Accuracy: 88.57. Result ID: 6a4cd60f60b88bb339caaebf.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

Recorded evaluation configuration: {"Architecture":"WRN-28-10","Attack":"BPDA","Perturbation Budget":"8/255","EoT":"20"}. This record does not assert independent reproduction.

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