# Image Classification on CIFAR-10 Centralized original (test)

Source: [Image Classification on CIFAR-10 Centralized original (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-centralized-original-test>)

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

Data updated: 2026-02-26T05:30:25.514Z

Evaluation of Image Classification performance on the centralized test split of the CIFAR-10 dataset, reporting standard accuracy.

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 Centralized original (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-centralized-original-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| OnDev-LCT-8/1 | 86.64 | Not recorded | 68fa77951e209131cea7425c |
| OnDev-LCT-4/1 | 86.61 | Not recorded | 68fa77951e209131cea7425c |
| OnDev-LCT-2/1 | 86.27 | Not recorded | 68fa77951e209131cea7425c |
| OnDev-LCT-1/1 | 84.55 | Not recorded | 68fa77951e209131cea7425c |
| CCT-4/2 | 80.92 | Not recorded | 68fa77951e209131cea7425c |
| CCT-2/2 | 79.71 | Not recorded | 68fa77951e209131cea7425c |
| Hybrid Vision Performer (ViP) | 77.52 | Not recorded | 68fa77951e209131cea7425c |
| Hybrid Vision Nyströformer (ViN) | 77.35 | Not recorded | 68fa77951e209131cea7425c |
| Hybrid Vision Transformer (ViT) | 74.64 | Not recorded | 68fa77951e209131cea7425c |
| EdgeNeXt-XXS | 58.17 | Not recorded | 68fa77951e209131cea7425c |
| MobileViT-XXS | 52.91 | Not recorded | 68fa77951e209131cea7425c |
| MobileViTv2-0.5 | 52.84 | Not recorded | 68fa77951e209131cea7425c |
| Hybrid Vision Linformer (ViL) | 50.68 | Not recorded | 68fa77951e209131cea7425c |

### OnDev-LCT-8/1

Accuracy: 86.64. Result ID: 699546ed3badfaffe6355147.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

Recorded evaluation configuration: {"#Params":"0.91M"}. This record does not assert independent reproduction.

### OnDev-LCT-4/1

Accuracy: 86.61. Result ID: 699546ed3badfaffe6355146.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

Recorded evaluation configuration: {"#Params":"0.51M"}. This record does not assert independent reproduction.

### OnDev-LCT-2/1

Accuracy: 86.27. Result ID: 699546ed3badfaffe6355145.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

Recorded evaluation configuration: {"#Params":"0.31M"}. This record does not assert independent reproduction.

### OnDev-LCT-1/1

Accuracy: 84.55. Result ID: 699546ed3badfaffe6355144.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

Recorded evaluation configuration: {"#Params":"0.21M"}. This record does not assert independent reproduction.

### CCT-4/2

Accuracy: 80.92. Result ID: 699546ed3badfaffe635513f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb51e209131cea3567f.md>)

[Implementation](<https://github.com/SHI-Labs/Compact-Transformers>)

Recorded evaluation configuration: {"#Params":"0.48M"}. This record does not assert independent reproduction.

### CCT-2/2

Accuracy: 79.71. Result ID: 699546ed3badfaffe635513e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb51e209131cea3567f.md>)

[Implementation](<https://github.com/SHI-Labs/Compact-Transformers>)

Recorded evaluation configuration: {"#Params":"0.28M"}. This record does not assert independent reproduction.

### Hybrid Vision Performer (ViP)

Accuracy: 77.52. Result ID: 699546ed3badfaffe6355141.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

Recorded evaluation configuration: {"#Params":"0.76M"}. This record does not assert independent reproduction.

### Hybrid Vision Nyströformer (ViN)

Accuracy: 77.35. Result ID: 699546ed3badfaffe6355143.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

Recorded evaluation configuration: {"#Params":"0.76M"}. This record does not assert independent reproduction.

### Hybrid Vision Transformer (ViT)

Accuracy: 74.64. Result ID: 699546ed3badfaffe6355140.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

Recorded evaluation configuration: {"#Params":"0.75M"}. This record does not assert independent reproduction.

### EdgeNeXt-XXS

Accuracy: 58.17. Result ID: 699546ed3badfaffe635513b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc11e209131cea3be26.md>)

[Implementation](<https://t.ly/_Vu9>)

Recorded evaluation configuration: {"#Params":"1.17M"}. This record does not assert independent reproduction.

### MobileViT-XXS

Accuracy: 52.91. Result ID: 699546ed3badfaffe635513c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf61e209131cea31469.md>)

Recorded evaluation configuration: {"#Params":"0.94M"}. This record does not assert independent reproduction.

### MobileViTv2-0.5

Accuracy: 52.84. Result ID: 699546ed3badfaffe635513d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea35544.md>)

[Implementation](<https://github.com/apple/ml-cvnets>)

Recorded evaluation configuration: {"#Params":"1.13M"}. This record does not assert independent reproduction.

### Hybrid Vision Linformer (ViL)

Accuracy: 50.68. Result ID: 699546ed3badfaffe6355142.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77951e209131cea7425c.md>)

Recorded evaluation configuration: {"#Params":"0.95M"}. This record does not assert independent reproduction.

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