# Image Classification on F-MNIST 1000x1

Source: [Image Classification on F-MNIST 1000x1](<https://www.sota2.com/research/sota/image-classification-on-f-mnist-1000x1>)

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

Data updated: 2026-05-12T11:51:42.358Z

Evaluation of Image Classification performance on the F-MNIST 1000x1 subset/version.

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) | F-MNIST 1000x1 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-f-mnist-1000x1.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Accuracy Gap (pp)](<https://www.sota2.com/research/sota/image-classification-on-f-mnist-1000x1.md?metric=Accuracy%20Gap%20(pp)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FedF-ADMM | 83 | Not recorded | 6a02b465dbc836b87d824aca |
| CMFD | 77.2 | Not recorded | 6a02b465dbc836b87d824aca |
| DecFedAvg | 67.7 | Not recorded | 6a02b465dbc836b87d824aca |
| DecFedProx | 64.6 | Not recorded | 6a02b465dbc836b87d824aca |
| DFedAvgM | 47.5 | Not recorded | 6a02b465dbc836b87d824aca |
| DFedADMM | 30.2 | Not recorded | 6a02b465dbc836b87d824aca |

### FedF-ADMM

Accuracy: 83. Result ID: 6a0313f147f34ce924e703d4.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b465dbc836b87d824aca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b465dbc836b87d824aca.md>)

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

### CMFD

Accuracy: 77.2. Result ID: 6a0313f147f34ce924e703d3.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b465dbc836b87d824aca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aa99.md>)

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

### DecFedAvg

Accuracy: 67.7. Result ID: 6a0313f147f34ce924e703cf.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b465dbc836b87d824aca.md>)

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

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

### DecFedProx

Accuracy: 64.6. Result ID: 6a0313f147f34ce924e703d0.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b465dbc836b87d824aca.md>)

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

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

### DFedAvgM

Accuracy: 47.5. Result ID: 6a0313f147f34ce924e703d1.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b465dbc836b87d824aca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cb1e209131cea24199.md>)

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

### DFedADMM

Accuracy: 30.2. Result ID: 6a0313f147f34ce924e703d2.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b465dbc836b87d824aca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5ac81e209131ce9c2b7b.md>)

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

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