# Image Classification on FMNIST Medium

Source: [Image Classification on FMNIST Medium](<https://www.sota2.com/research/sota/image-classification-on-fmnist-medium>)

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

Data updated: 2026-06-02T11:37:08.625Z

Evaluation of Image Classification performance on the FMNIST Medium subset, reporting PM and GM 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 | Image Classification |
| Dataset (including any stated split) | FMNIST Medium |
| Metric | GM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [GM](<https://www.sota2.com/research/sota/image-classification-on-fmnist-medium.md?metric=GM>): Higher is better; unit: PERCENT.

- [PM](<https://www.sota2.com/research/sota/image-classification-on-fmnist-medium.md?metric=PM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | GM | Result date | Report paper |
| --- | --- | --- | --- |
| Fedprox | 83.92 | Not recorded | 68fa6eb11e209131cea41815 |
| FedAvg | 83.9 | Not recorded | 68fa6eb11e209131cea41815 |
| FedPA | 83.71 | Not recorded | 68fa6eb11e209131cea41815 |
| pFedMe | 83.45 | Not recorded | 68fa6eb11e209131cea41815 |
| pFedBayes | 82.46 | Not recorded | 68fa6eb11e209131cea41815 |
| pFedBayes | 82.43 | Not recorded | 68fa6eb11e209131cea41815 |
| BNFed | 69.68 | Not recorded | 68fa6eb11e209131cea41815 |

### Fedprox

GM: 83.92. Result ID: 6a1ebffcfbc373592c1a0dad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67701e209131cea163fe.md>)

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

### FedAvg

GM: 83.9. Result ID: 6a1ebffcfbc373592c1a0dac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

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

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

### FedPA

GM: 83.71. Result ID: 6a1ebffcfbc373592c1a0daf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa692b1e209131cea2080b.md>)

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

### pFedMe

GM: 83.45. Result ID: 6a1ebffcfbc373592c1a0db1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f6fd.md>)

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

### pFedBayes

GM: 82.46. Result ID: 6a1ebffcfbc373592c1a0db4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

Recorded evaluation configuration: {"Global rounds":"400"}. This record does not assert independent reproduction.

### pFedBayes

GM: 82.43. Result ID: 6a1ebffcfbc373592c1a0db5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

Recorded evaluation configuration: {"Global rounds":"800"}. This record does not assert independent reproduction.

### BNFed

GM: 69.68. Result ID: 6a1ebffcfbc373592c1a0dae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eb11e209131cea41815.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65da1e209131cea0ccc0.md>)

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

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