# Image Classification on Fashion-MNIST alpha=0.1 (test)

Source: [Image Classification on Fashion-MNIST alpha=0.1 (test)](<https://www.sota2.com/research/sota/image-classification-on-fashion-mnist-alpha-0-1-test>)

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

Data updated: 2026-02-26T05:32:17.673Z

Evaluation of Image Classification performance on the Fashion-MNIST dataset using the test split under an alpha=0.1 configuration.

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) | Fashion-MNIST alpha=0.1 (test) |
| 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-fashion-mnist-alpha-0-1-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FedLESAM | 65.76 | Not recorded | 695c96f353fdd5c361743543 |
| FedSCAM | 65.41 | Not recorded | 695c96f353fdd5c361743543 |
| FedNoLoWe | 57.24 | Not recorded | 695c96f353fdd5c361743543 |
| FedWMSAM | 52.68 | Not recorded | 695c96f353fdd5c361743543 |
| FedLW | 46.53 | Not recorded | 695c96f353fdd5c361743543 |
| FedLWSAM | 42.01 | Not recorded | 695c96f353fdd5c361743543 |

### FedLESAM

Accuracy: 65.76. Result ID: 699931d15698665ec49aa54a.

[Reporting paper](<https://www.sota2.com/research/paper/695c96f353fdd5c361743543.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa736a1e209131cea5c592.md>)

Recorded evaluation configuration: {"Communication Rounds":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### FedSCAM

Accuracy: 65.41. Result ID: 699931d15698665ec49aa549.

[Reporting paper](<https://www.sota2.com/research/paper/695c96f353fdd5c361743543.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695c96f353fdd5c361743543.md>)

Recorded evaluation configuration: {"Communication Rounds":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### FedNoLoWe

Accuracy: 57.24. Result ID: 699931d15698665ec49aa54b.

[Reporting paper](<https://www.sota2.com/research/paper/695c96f353fdd5c361743543.md>)

Recorded evaluation configuration: {"Communication Rounds":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### FedWMSAM

Accuracy: 52.68. Result ID: 699931d15698665ec49aa54c.

[Reporting paper](<https://www.sota2.com/research/paper/695c96f353fdd5c361743543.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2104d6b0dd33429315f1.md>)

Recorded evaluation configuration: {"Communication Rounds":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### FedLW

Accuracy: 46.53. Result ID: 699931d15698665ec49aa54d.

[Reporting paper](<https://www.sota2.com/research/paper/695c96f353fdd5c361743543.md>)

Recorded evaluation configuration: {"Communication Rounds":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### FedLWSAM

Accuracy: 42.01. Result ID: 699931d15698665ec49aa54e.

[Reporting paper](<https://www.sota2.com/research/paper/695c96f353fdd5c361743543.md>)

Recorded evaluation configuration: {"Communication Rounds":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
