# Image Classification on CIFAR-10 (Orig, VNI, Square, AA)

Source: [Image Classification on CIFAR-10 (Orig, VNI, Square, AA)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-orig-vni-square-aa>)

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

Data updated: 2026-04-14T10:34:32.657Z

Evaluation of Image Classification performance on the CIFAR-10 dataset, reporting specialized metrics including Orig, VNI, Square, and 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) | CIFAR-10 |
| Metric | Orig |
| 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

- [Orig](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-orig-vni-square-aa.md?metric=Orig>): Higher is better; unit: PERCENT.

- [VNI](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-orig-vni-square-aa.md?metric=VNI>): Higher is better; unit: PERCENT.

- [Square](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-orig-vni-square-aa.md?metric=Square>): Higher is better; unit: PERCENT.

- [AA](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-orig-vni-square-aa.md?metric=AA>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Orig | Result date | Report paper |
| --- | --- | --- | --- |
| Zubov-Net | 91.29 | Not recorded | 68fa5e551e209131ce9e165d |
| Proj-NODE | 90.03 | Not recorded | 68fa5e551e209131ce9e165d |
| Zubov-Net (TRADES) | 88.81 | Not recorded | 68fa5e551e209131ce9e165d |
| LyaNet | 88.34 | Not recorded | 68fa5e551e209131ce9e165d |
| TRADES | 87.9 | Not recorded | 68fa5e551e209131ce9e165d |
| PGD-AT | 87.89 | Not recorded | 68fa5e551e209131ce9e165d |
| MART | 87.42 | Not recorded | 68fa5e551e209131ce9e165d |

### Zubov-Net

Orig: 91.29. Result ID: 69de183147f34ce924c63c8c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

Recorded evaluation configuration: {"Perturbation budget (epsilon)":"16/255"}. This record does not assert independent reproduction.

### Proj-NODE

Orig: 90.03. Result ID: 69de183147f34ce924c63c8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa56921e209131ce99dbee.md>)

Recorded evaluation configuration: {"Perturbation budget (epsilon)":"16/255"}. This record does not assert independent reproduction.

### Zubov-Net (TRADES)

Orig: 88.81. Result ID: 69de183147f34ce924c63c90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

Recorded evaluation configuration: {"Perturbation budget (epsilon)":"16/255"}. This record does not assert independent reproduction.

### LyaNet

Orig: 88.34. Result ID: 69de183147f34ce924c63c8b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bc71e209131cea30449.md>)

Recorded evaluation configuration: {"Perturbation budget (epsilon)":"16/255"}. This record does not assert independent reproduction.

### TRADES

Orig: 87.9. Result ID: 69de183147f34ce924c63c8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

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

Recorded evaluation configuration: {"Perturbation budget (epsilon)":"16/255"}. This record does not assert independent reproduction.

### PGD-AT

Orig: 87.89. Result ID: 69de183147f34ce924c63c8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

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

Recorded evaluation configuration: {"Perturbation budget (epsilon)":"16/255"}. This record does not assert independent reproduction.

### MART

Orig: 87.42. Result ID: 69de183147f34ce924c63c8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

Recorded evaluation configuration: {"Perturbation budget (epsilon)":"16/255"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.