# Image Classification on MNIST 60k Dir 0.5

Source: [Image Classification on MNIST 60k Dir 0.5](<https://www.sota2.com/research/sota/image-classification-on-mnist-60k-dir-0-5>)

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

Data updated: 2026-05-25T07:27:11.070Z

Evaluation of Image Classification performance on the MNIST dataset corrupted under the Dir(0.5) setting (60k samples), reporting the Gini coefficient.

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 60k Dir 0.5 |
| Metric | Gini Coefficient |
| Unit | SCALAR |
| Direction | Lower 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

- [Gini Coefficient](<https://www.sota2.com/research/sota/image-classification-on-mnist-60k-dir-0-5.md?metric=Gini%20Coefficient>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Gini Coefficient | Result date | Report paper |
| --- | --- | --- | --- |
| FedAvg | 0.002 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FedRep | 0.0122 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FibFL++ | 0.0131 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FibFL+ | 0.0237 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| RDFL | 0.029 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FibFL | 0.0316 | Not recorded | 6a13d7826f71c5ae7dc9e822 |

### FedAvg

Gini Coefficient: 0.002. Result ID: 6a13f9b2fbc373592c0ac528.

[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.

### FedRep

Gini Coefficient: 0.0122. Result ID: 6a13f9b2fbc373592c0ac529.

[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++

Gini Coefficient: 0.0131. Result ID: 6a13f9b2fbc373592c0ac52d.

[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+

Gini Coefficient: 0.0237. Result ID: 6a13f9b2fbc373592c0ac52c.

[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.

### RDFL

Gini Coefficient: 0.029. Result ID: 6a13f9b2fbc373592c0ac52a.

[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

Gini Coefficient: 0.0316. Result ID: 6a13f9b2fbc373592c0ac52b.

[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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