# Image Classification on MNIST LS K=2 1797

Source: [Image Classification on MNIST LS K=2 1797](<https://www.sota2.com/research/sota/image-classification-on-mnist-ls-k-2-1797>)

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

Data updated: 2026-05-25T07:27:12.072Z

Evaluation of Image Classification performance on the MNIST LS K=2 1797 dataset, reporting Top-1 accuracy.

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) | MNIST LS K=2 1797 |
| Metric | Top-1 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

- [Top-1 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-mnist-ls-k-2-1797.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FedAvg | 96.98 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FibFL++ | 93.74 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FibFL | 92.85 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| RDFL | 92.84 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FedRep | 91.65 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FibFL+ | 86.63 | Not recorded | 6a13d7826f71c5ae7dc9e822 |

### FedAvg

Top-1 Accuracy: 96.98. Result ID: 6a13f9b2fbc373592c0ac60c.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

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

Recorded evaluation configuration: {"N":"5","R":"10","Partitioning":"LS K=2"}. This record does not assert independent reproduction.

### FibFL++

Top-1 Accuracy: 93.74. Result ID: 6a13f9b2fbc373592c0ac611.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

Recorded evaluation configuration: {"N":"5","R":"10","Partitioning":"LS K=2"}. This record does not assert independent reproduction.

### FibFL

Top-1 Accuracy: 92.85. Result ID: 6a13f9b2fbc373592c0ac60f.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

Recorded evaluation configuration: {"N":"5","R":"10","Partitioning":"LS K=2"}. This record does not assert independent reproduction.

### RDFL

Top-1 Accuracy: 92.84. Result ID: 6a13f9b2fbc373592c0ac60e.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

Recorded evaluation configuration: {"N":"5","R":"10","Partitioning":"LS K=2"}. This record does not assert independent reproduction.

### FedRep

Top-1 Accuracy: 91.65. Result ID: 6a13f9b2fbc373592c0ac60d.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5a3d1e209131ce9be169.md>)

Recorded evaluation configuration: {"N":"5","R":"10","Partitioning":"LS K=2"}. This record does not assert independent reproduction.

### FibFL+

Top-1 Accuracy: 86.63. Result ID: 6a13f9b2fbc373592c0ac610.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

Recorded evaluation configuration: {"N":"5","R":"10","Partitioning":"LS K=2"}. This record does not assert independent reproduction.

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