# Federated Image Classification on SVHN (test) (Efficiency and Convergence Metrics)

Source: [Federated Image Classification on SVHN (test) (Efficiency and Convergence Metrics)](<https://www.sota2.com/research/sota/federated-image-classification-on-svhn-test-efficiency-and-convergence-metrics>)

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

Data updated: 2026-06-09T09:23:52.670Z

Evaluation of Federated Image Classification performance on the test split of the SVHN dataset, focusing on communication efficiency, convergence speed, and energy consumption metrics.

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 | Federated Image Classification |
| Dataset (including any stated split) | SVHN (test) |
| Metric | Rounds |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [Rounds](<https://www.sota2.com/research/sota/federated-image-classification-on-svhn-test-efficiency-and-convergence-metrics.md?metric=Rounds>): Lower is better; unit: SCALAR.

- [Latency (s)](<https://www.sota2.com/research/sota/federated-image-classification-on-svhn-test-efficiency-and-convergence-metrics.md?metric=Latency%20(s)>): Lower is better; unit: TIME.

- [Energy (kJ)](<https://www.sota2.com/research/sota/federated-image-classification-on-svhn-test-efficiency-and-convergence-metrics.md?metric=Energy%20(kJ)>): Lower is better; unit: OTHER.

- [Speedup](<https://www.sota2.com/research/sota/federated-image-classification-on-svhn-test-efficiency-and-convergence-metrics.md?metric=Speedup>): Higher is better; unit: SCALAR.

- [Acc Gain (%)](<https://www.sota2.com/research/sota/federated-image-classification-on-svhn-test-efficiency-and-convergence-metrics.md?metric=Acc%20Gain%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Rounds | Result date | Report paper |
| --- | --- | --- | --- |
| Proposed | 1 | Not recorded | 68fa79061e209131cea7bc24 |
| Proposed | 1 | Not recorded | 68fa79061e209131cea7bc24 |
| Previous (Baseline) | 4 | Not recorded | 68fa79061e209131cea7bc24 |
| Previous (Baseline) | 5 | Not recorded | 68fa79061e209131cea7bc24 |
| Average (Baseline) | 10 | Not recorded | 68fa79061e209131cea7bc24 |
| Average (Baseline) | 14 | Not recorded | 68fa79061e209131cea7bc24 |
| Continuous (Baseline) | 52 | Not recorded | 68fa79061e209131cea7bc24 |
| Continuous (Baseline) | 70 | Not recorded | 68fa79061e209131cea7bc24 |

### Proposed

Rounds: 1. Result ID: 6a27db5cfbc373592c24e9c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc24.md>)

Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet α":"0.7","FL Alg.":"MOON"}. This record does not assert independent reproduction.

### Proposed

Rounds: 1. Result ID: 6a27db5cfbc373592c24e9cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc24.md>)

Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet α":"0.3","FL Alg.":"FedProx"}. This record does not assert independent reproduction.

### Previous (Baseline)

Rounds: 4. Result ID: 6a27db5cfbc373592c24e9cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e761e209131cea40072.md>)

Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet α":"0.3","FL Alg.":"FedProx"}. This record does not assert independent reproduction.

### Previous (Baseline)

Rounds: 5. Result ID: 6a27db5cfbc373592c24e9c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e761e209131cea40072.md>)

Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet α":"0.7","FL Alg.":"MOON"}. This record does not assert independent reproduction.

### Average (Baseline)

Rounds: 10. Result ID: 6a27db5cfbc373592c24e9cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc24.md>)

Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet α":"0.3","FL Alg.":"FedProx"}. This record does not assert independent reproduction.

### Average (Baseline)

Rounds: 14. Result ID: 6a27db5cfbc373592c24e9cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc24.md>)

Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet α":"0.7","FL Alg.":"MOON"}. This record does not assert independent reproduction.

### Continuous (Baseline)

Rounds: 52. Result ID: 6a27db5cfbc373592c24e9ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0d1e209131cea31b3c.md>)

[Implementation](<https://github.com/conditionWang/FCIL>)

Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet α":"0.7","FL Alg.":"MOON"}. This record does not assert independent reproduction.

### Continuous (Baseline)

Rounds: 70. Result ID: 6a27db5cfbc373592c24e9ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0d1e209131cea31b3c.md>)

[Implementation](<https://github.com/conditionWang/FCIL>)

Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet α":"0.3","FL Alg.":"FedProx"}. This record does not assert independent reproduction.

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