# Image Classification on FMNIST Small

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

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

Data updated: 2026-06-02T11:37:08.590Z

Evaluation of Image Classification performance on the smaller subset of the Fashion MNIST dataset, 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 Small |
| Metric | GM Score |
| 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 Score](<https://www.sota2.com/research/sota/image-classification-on-fmnist-small.md?metric=GM%20Score>): Higher is better; unit: PERCENT.

- [PM Score](<https://www.sota2.com/research/sota/image-classification-on-fmnist-small.md?metric=PM%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | GM Score | Result date | Report paper |
| --- | --- | --- | --- |
| Fedprox | 81.53 | Not recorded | 68fa6eb11e209131cea41815 |
| FedAvg | 81.51 | Not recorded | 68fa6eb11e209131cea41815 |
| FedPA | 81.06 | Not recorded | 68fa6eb11e209131cea41815 |
| pFedMe | 81.06 | Not recorded | 68fa6eb11e209131cea41815 |
| pFedBayes | 79.45 | Not recorded | 68fa6eb11e209131cea41815 |
| pFedBayes | 78.73 | Not recorded | 68fa6eb11e209131cea41815 |
| BNFed | 66.54 | Not recorded | 68fa6eb11e209131cea41815 |

### Fedprox

GM Score: 81.53. Result ID: 6a1ebffcfbc373592c1a0da3.

[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 Score: 81.51. Result ID: 6a1ebffcfbc373592c1a0da2.

[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 Score: 81.06. Result ID: 6a1ebffcfbc373592c1a0da5.

[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 Score: 81.06. Result ID: 6a1ebffcfbc373592c1a0da7.

[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 Score: 79.45. Result ID: 6a1ebffcfbc373592c1a0daa.

[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 Score: 78.73. Result ID: 6a1ebffcfbc373592c1a0dab.

[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 Score: 66.54. Result ID: 6a1ebffcfbc373592c1a0da4.

[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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