# Image Classification on Fashion-MNIST IID

Source: [Image Classification on Fashion-MNIST IID](<https://www.sota2.com/research/sota/image-classification-on-fashion-mnist-iid>)

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

Data updated: 2026-02-26T05:39:36.074Z

Evaluation of Image Classification performance on the Fashion-MNIST dataset under IID distribution settings, focusing on communication efficiency 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) | Fashion-MNIST IID |
| Metric | Communication 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

- [Communication Rounds](<https://www.sota2.com/research/sota/image-classification-on-fashion-mnist-iid.md?metric=Communication%20Rounds>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Communication Rounds | Result date | Report paper |
| --- | --- | --- | --- |
| SPARK | 6 | Not recorded | 6940e7cb456146936284faad |
| NTK-DFL | 13 | Not recorded | 6940e7cb456146936284faad |
| SPARK | 13 | Not recorded | 6940e7cb456146936284faad |
| DFedAvg | 18 | Not recorded | 6940e7cb456146936284faad |
| DFedAvgM | 23 | Not recorded | 6940e7cb456146936284faad |
| DFedSAM | 24 | Not recorded | 6940e7cb456146936284faad |
| DisPFL | 43 | Not recorded | 6940e7cb456146936284faad |
| D-PSGD | 53 | Not recorded | 6940e7cb456146936284faad |

### SPARK

Communication Rounds: 6. Result ID: 699963a05698665ec4d04a9a.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7cb456146936284faad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7cb456146936284faad.md>)

Recorded evaluation configuration: {"momentum":true}. This record does not assert independent reproduction.

### NTK-DFL

Communication Rounds: 13. Result ID: 699963a05698665ec4d04a98.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7cb456146936284faad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79581e209131cea7d2ea.md>)

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

### SPARK

Communication Rounds: 13. Result ID: 699963a05698665ec4d04a99.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7cb456146936284faad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7cb456146936284faad.md>)

Recorded evaluation configuration: {"momentum":false}. This record does not assert independent reproduction.

### DFedAvg

Communication Rounds: 18. Result ID: 699963a05698665ec4d04a93.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7cb456146936284faad.md>)

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

### DFedAvgM

Communication Rounds: 23. Result ID: 699963a05698665ec4d04a94.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7cb456146936284faad.md>)

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

### DFedSAM

Communication Rounds: 24. Result ID: 699963a05698665ec4d04a95.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7cb456146936284faad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b1c1e209131cea2c476.md>)

[Implementation](<https://github.com/IdanAchituve/pFedGP>)

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

### DisPFL

Communication Rounds: 43. Result ID: 699963a05698665ec4d04a96.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7cb456146936284faad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca31e209131cea3522c.md>)

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

### D-PSGD

Communication Rounds: 53. Result ID: 699963a05698665ec4d04a97.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7cb456146936284faad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa542f1e209131ce989878.md>)

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

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