# Image Classification on MNIST Diri(0.1)

Source: [Image Classification on MNIST Diri(0.1)](<https://www.sota2.com/research/sota/image-classification-on-mnist-diri-0-1>)

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

Data updated: 2026-02-27T12:15:00.800Z

Evaluation of Image Classification performance on the MNIST dataset under the Diri(0.1) perturbation or corruption setting.

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 Diri(0.1) |
| Metric | Var(Acc) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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

- [Var(Acc)](<https://www.sota2.com/research/sota/image-classification-on-mnist-diri-0-1.md?metric=Var(Acc)>): Lower is better; unit: SCALAR.

- [Acc](<https://www.sota2.com/research/sota/image-classification-on-mnist-diri-0-1.md?metric=Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Var(Acc) | Result date | Report paper |
| --- | --- | --- | --- |
| DFedReweighting | 8.731 | Not recorded | 6940e79b456146936284f7e8 |
| DFedReweighting | 9.191 | Not recorded | 6940e79b456146936284f7e8 |
| q-FDFL | 29.335 | Not recorded | 6940e79b456146936284f7e8 |
| DFedReweighting | 56.058 | Not recorded | 6940e79b456146936284f7e8 |
| q-FDFL | 95.408 | Not recorded | 6940e79b456146936284f7e8 |
| q-FDFL | 110.003 | Not recorded | 6940e79b456146936284f7e8 |
| DFedAvg | 380.611 | Not recorded | 6940e79b456146936284f7e8 |

### DFedReweighting

Var(Acc): 8.731. Result ID: 69a18ab035dfcabb00e7be9e.

[Reporting paper](<https://www.sota2.com/research/paper/6940e79b456146936284f7e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e79b456146936284f7e8.md>)

Recorded evaluation configuration: {"T":"0.1"}. This record does not assert independent reproduction.

### DFedReweighting

Var(Acc): 9.191. Result ID: 69a18ab035dfcabb00e7be9d.

[Reporting paper](<https://www.sota2.com/research/paper/6940e79b456146936284f7e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e79b456146936284f7e8.md>)

Recorded evaluation configuration: {"T":"0.01"}. This record does not assert independent reproduction.

### q-FDFL

Var(Acc): 29.335. Result ID: 69a18ab035dfcabb00e7be9c.

[Reporting paper](<https://www.sota2.com/research/paper/6940e79b456146936284f7e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67041e209131cea13c79.md>)

Recorded evaluation configuration: {"q":"0.5"}. This record does not assert independent reproduction.

### DFedReweighting

Var(Acc): 56.058. Result ID: 69a18ab035dfcabb00e7be9f.

[Reporting paper](<https://www.sota2.com/research/paper/6940e79b456146936284f7e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e79b456146936284f7e8.md>)

Recorded evaluation configuration: {"T":"0.5"}. This record does not assert independent reproduction.

### q-FDFL

Var(Acc): 95.408. Result ID: 69a18ab035dfcabb00e7be9a.

[Reporting paper](<https://www.sota2.com/research/paper/6940e79b456146936284f7e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67041e209131cea13c79.md>)

Recorded evaluation configuration: {"q":"0.1"}. This record does not assert independent reproduction.

### q-FDFL

Var(Acc): 110.003. Result ID: 69a18ab035dfcabb00e7be9b.

[Reporting paper](<https://www.sota2.com/research/paper/6940e79b456146936284f7e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67041e209131cea13c79.md>)

Recorded evaluation configuration: {"q":"0.01"}. This record does not assert independent reproduction.

### DFedAvg

Var(Acc): 380.611. Result ID: 69a18ab035dfcabb00e7be99.

[Reporting paper](<https://www.sota2.com/research/paper/6940e79b456146936284f7e8.md>)

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

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

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