# Image Classification on CIFAR-10 (Standard Performance and Efficiency)

Source: [Image Classification on CIFAR-10 (Standard Performance and Efficiency)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-standard-performance-and-efficiency>)

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

Data updated: 2026-02-26T05:32:38.073Z

Evaluation of Image Classification performance on CIFAR-10, reporting standard accuracy alongside hardware efficiency metrics such as latency, power consumption, and energy usage per inference.

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 | 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

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

- [Latency (ms)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-standard-performance-and-efficiency.md?metric=Latency%20(ms)>): Lower is better; unit: TIME.

- [Power (mW)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-standard-performance-and-efficiency.md?metric=Power%20(mW)>): Lower is better; unit: OTHER.

- [Energy/Inf (mJ)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-standard-performance-and-efficiency.md?metric=Energy%2FInf%20(mJ)>): Lower is better; unit: OTHER.

- [Efficiency (GOp/s/W)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-standard-performance-and-efficiency.md?metric=Efficiency%20(GOp%2Fs%2FW)>): Higher is better; unit: OTHER.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| NeuEdge | 92.4 | Not recorded | 69818200a8b01e76cc8e2a04 |
| MobileNetV2 | 92.1 | Not recorded | 69818200a8b01e76cc8e2a04 |
| Quantized DNN | 91.3 | Not recorded | 69818200a8b01e76cc8e2a04 |
| ANN-SNN | 91.2 | Not recorded | 69818200a8b01e76cc8e2a04 |
| Standard SNN | 88.7 | Not recorded | 69818200a8b01e76cc8e2a04 |

### NeuEdge

Accuracy: 92.4. Result ID: 6999ac295698665ec423b484.

[Reporting paper](<https://www.sota2.com/research/paper/69818200a8b01e76cc8e2a04.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69818200a8b01e76cc8e2a04.md>)

Recorded evaluation configuration: {"Platform":"Loihi 2"}. This record does not assert independent reproduction.

### MobileNetV2

Accuracy: 92.1. Result ID: 6999ac295698665ec423b480.

[Reporting paper](<https://www.sota2.com/research/paper/69818200a8b01e76cc8e2a04.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65811e209131cea0a9a1.md>)

[Implementation](<https://github.com/tensorflow/models/tree/master/research/slim/nets/mobilenet>)

Recorded evaluation configuration: {"Platform":"Jetson Nano"}. This record does not assert independent reproduction.

### Quantized DNN

Accuracy: 91.3. Result ID: 6999ac295698665ec423b481.

[Reporting paper](<https://www.sota2.com/research/paper/69818200a8b01e76cc8e2a04.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ed1e209131cea018a6.md>)

Recorded evaluation configuration: {"Platform":"Raspberry Pi"}. This record does not assert independent reproduction.

### ANN-SNN

Accuracy: 91.2. Result ID: 6999ac295698665ec423b483.

[Reporting paper](<https://www.sota2.com/research/paper/69818200a8b01e76cc8e2a04.md>)

Recorded evaluation configuration: {"Platform":"Loihi 2"}. This record does not assert independent reproduction.

### Standard SNN

Accuracy: 88.7. Result ID: 6999ac295698665ec423b482.

[Reporting paper](<https://www.sota2.com/research/paper/69818200a8b01e76cc8e2a04.md>)

Recorded evaluation configuration: {"Platform":"Loihi 2"}. This record does not assert independent reproduction.

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