# Image Classification on CIFAR-10 (Efficiency Metrics: Time and Traffic)

Source: [Image Classification on CIFAR-10 (Efficiency Metrics: Time and Traffic)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-efficiency-metrics-time-and-traffic>)

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

Data updated: 2026-06-17T06:21:02.862Z

Evaluation of standard Image Classification performance on CIFAR-10, reporting inference time and data traffic/memory usage.

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 | Inference Time (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Inference Time (s)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-efficiency-metrics-time-and-traffic.md?metric=Inference%20Time%20(s)>): Lower is better; unit: TIME.

- [Data Traffic (MB)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-efficiency-metrics-time-and-traffic.md?metric=Data%20Traffic%20(MB)>): Lower is better; unit: SIZE.

## Recorded results

| Method | Inference Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| HeteRo-Select | 2906 | Not recorded | 68fa7a7e1e209131cea8378a |
| FedCG | 5170 | Not recorded | 68fa7a7e1e209131cea8378a |
| FlexCom | 5334 | Not recorded | 68fa7a7e1e209131cea8378a |
| AdaSample | 6968 | Not recorded | 68fa7a7e1e209131cea8378a |
| OptRate | 9697 | Not recorded | 68fa7a7e1e209131cea8378a |
| FedAvg | 15932 | Not recorded | 68fa7a7e1e209131cea8378a |

### HeteRo-Select

Inference Time (s): 2906. Result ID: 6a323c0cfbc373592c2ef408.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a7e1e209131cea8378a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a7e1e209131cea8378a.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet","Target Accuracy":"70%","Statistics":"mean ± std (3 seeds)"}. This record does not assert independent reproduction.

### FedCG

Inference Time (s): 5170. Result ID: 6a323c0cfbc373592c2ef407.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a7e1e209131cea8378a.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet","Target Accuracy":"70%"}. This record does not assert independent reproduction.

### FlexCom

Inference Time (s): 5334. Result ID: 6a323c0cfbc373592c2ef405.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a7e1e209131cea8378a.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet","Target Accuracy":"70%"}. This record does not assert independent reproduction.

### AdaSample

Inference Time (s): 6968. Result ID: 6a323c0cfbc373592c2ef406.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a7e1e209131cea8378a.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet","Target Accuracy":"70%"}. This record does not assert independent reproduction.

### OptRate

Inference Time (s): 9697. Result ID: 6a323c0cfbc373592c2ef404.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a7e1e209131cea8378a.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet","Target Accuracy":"70%"}. This record does not assert independent reproduction.

### FedAvg

Inference Time (s): 15932. Result ID: 6a323c0cfbc373592c2ef403.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a7e1e209131cea8378a.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet","Target Accuracy":"70%"}. This record does not assert independent reproduction.

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