# Image Classification on CIFAR-10 (Accuracy, FLOPs, and Inference Speed)

Source: [Image Classification on CIFAR-10 (Accuracy, FLOPs, and Inference Speed)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-accuracy-flops-and-inference-speed>)

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

Data updated: 2026-06-23T11:59:08.043Z

Evaluation of standard Image Classification performance on CIFAR-10, reporting primary accuracy alongside computational cost (FLOPs) and inference speed.

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 | 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

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

- [FLOPs](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-accuracy-flops-and-inference-speed.md?metric=FLOPs>): Lower is better; unit: SIZE.

- [Inference Speed (s)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-accuracy-flops-and-inference-speed.md?metric=Inference%20Speed%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MOE (Ours) | 92.1 | Not recorded | 6a3a13ad206542251d7c77d4 |
| InceptionV3 (Ours) | 90.3 | Not recorded | 6a3a13ad206542251d7c77d4 |
| VGG16 (Original) | 89.8 | Not recorded | 6a3a13ad206542251d7c77d4 |
| Resnet18 (Original) | 88.8 | Not recorded | 6a3a13ad206542251d7c77d4 |
| VGG16 (Ours) | 88.6 | Not recorded | 6a3a13ad206542251d7c77d4 |
| Densenet121 (Ours) | 88.6 | Not recorded | 6a3a13ad206542251d7c77d4 |
| Densenet121 (Original) | 87.6 | Not recorded | 6a3a13ad206542251d7c77d4 |
| InceptionV3 (Original) | 86.6 | Not recorded | 6a3a13ad206542251d7c77d4 |
| Resnet18 (Ours) | 85.8 | Not recorded | 6a3a13ad206542251d7c77d4 |

### MOE (Ours)

Accuracy: 92.1. Result ID: 6a3a74f1fbc373592c385d4f.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a13ad206542251d7c77d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a13ad206542251d7c77d4.md>)

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

### InceptionV3 (Ours)

Accuracy: 90.3. Result ID: 6a3a74f1fbc373592c385d4c.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a13ad206542251d7c77d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a13ad206542251d7c77d4.md>)

Recorded evaluation configuration: {"Total Parameters":"3.23M"}. This record does not assert independent reproduction.

### VGG16 (Original)

Accuracy: 89.8. Result ID: 6a3a74f1fbc373592c385d47.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a13ad206542251d7c77d4.md>)

Recorded evaluation configuration: {"Total Parameters":"21.15M"}. This record does not assert independent reproduction.

### Resnet18 (Original)

Accuracy: 88.8. Result ID: 6a3a74f1fbc373592c385d49.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a13ad206542251d7c77d4.md>)

Recorded evaluation configuration: {"Total Parameters":"11.2M"}. This record does not assert independent reproduction.

### VGG16 (Ours)

Accuracy: 88.6. Result ID: 6a3a74f1fbc373592c385d48.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a13ad206542251d7c77d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a13ad206542251d7c77d4.md>)

Recorded evaluation configuration: {"Total Parameters":"3.3M"}. This record does not assert independent reproduction.

### Densenet121 (Ours)

Accuracy: 88.6. Result ID: 6a3a74f1fbc373592c385d4e.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a13ad206542251d7c77d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a13ad206542251d7c77d4.md>)

Recorded evaluation configuration: {"Total Parameters":"0.648M"}. This record does not assert independent reproduction.

### Densenet121 (Original)

Accuracy: 87.6. Result ID: 6a3a74f1fbc373592c385d4d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a13ad206542251d7c77d4.md>)

Recorded evaluation configuration: {"Total Parameters":"6.87M"}. This record does not assert independent reproduction.

### InceptionV3 (Original)

Accuracy: 86.6. Result ID: 6a3a74f1fbc373592c385d4b.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a13ad206542251d7c77d4.md>)

Recorded evaluation configuration: {"Total Parameters":"35.37M"}. This record does not assert independent reproduction.

### Resnet18 (Ours)

Accuracy: 85.8. Result ID: 6a3a74f1fbc373592c385d4a.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a13ad206542251d7c77d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a13ad206542251d7c77d4.md>)

Recorded evaluation configuration: {"Total Parameters":"1.01M"}. This record does not assert independent reproduction.

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