# Image Classification on MNIST LS K=2 60k (test)

Source: [Image Classification on MNIST LS K=2 60k (test)](<https://www.sota2.com/research/sota/image-classification-on-mnist-ls-k-2-60k-test>)

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

Data updated: 2026-05-25T07:27:12.301Z

Evaluation of Image Classification performance on the test split of the MNIST LS K=2 60k 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 60k (test) |
| 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-2-60k-test.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FedRep | 98.18 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FibFL++ | 97.97 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FedAvg | 97.65 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| RDFL | 96.88 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FibFL+ | 96.63 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FibFL | 96.58 | Not recorded | 6a13d7826f71c5ae7dc9e822 |

### FedRep

Top-1 Accuracy: 98.18. Result ID: 6a13f9b2fbc373592c0ac637.

[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":"10","R":"30"}. This record does not assert independent reproduction.

### FibFL++

Top-1 Accuracy: 97.97. Result ID: 6a13f9b2fbc373592c0ac63b.

[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":"10","R":"30"}. This record does not assert independent reproduction.

### FedAvg

Top-1 Accuracy: 97.65. Result ID: 6a13f9b2fbc373592c0ac636.

[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":"10","R":"30"}. This record does not assert independent reproduction.

### RDFL

Top-1 Accuracy: 96.88. Result ID: 6a13f9b2fbc373592c0ac638.

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

Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction.

### FibFL+

Top-1 Accuracy: 96.63. Result ID: 6a13f9b2fbc373592c0ac63a.

[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":"10","R":"30"}. This record does not assert independent reproduction.

### FibFL

Top-1 Accuracy: 96.58. Result ID: 6a13f9b2fbc373592c0ac639.

[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":"10","R":"30"}. This record does not assert independent reproduction.

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