# Image Classification on SVHN LDA alpha=0.1 (test)

Source: [Image Classification on SVHN LDA alpha=0.1 (test)](<https://www.sota2.com/research/sota/image-classification-on-svhn-lda-alpha-0-1-test>)

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

Data updated: 2026-02-26T05:29:33.258Z

Evaluation of standard Image Classification performance on the test split of the SVHN dataset configured with LDA alpha=0.1 distribution shift.

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) | SVHN LDA alpha=0.1 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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-svhn-lda-alpha-0-1-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FedSOL-FT | 95 | Not recorded | 68fa72ac1e209131cea57c06 |
| kNN-Per | 92.8 | Not recorded | 68fa72ac1e209131cea57c06 |
| FedBabu | 92.7 | Not recorded | 68fa72ac1e209131cea57c06 |
| FedSOL-FT | 92.5 | Not recorded | 68fa72ac1e209131cea57c06 |
| FedAvg | 92.1 | Not recorded | 68fa72ac1e209131cea57c06 |
| FedBabu | 88.7 | Not recorded | 68fa72ac1e209131cea57c06 |
| Local-only | 87.4 | Not recorded | 68fa72ac1e209131cea57c06 |
| FedAvg | 86.6 | Not recorded | 68fa72ac1e209131cea57c06 |
| kNN-Per | 86.4 | Not recorded | 68fa72ac1e209131cea57c06 |
| PerFedAvg | 72.4 | Not recorded | 68fa72ac1e209131cea57c06 |
| PerFedAvg | 64.1 | Not recorded | 68fa72ac1e209131cea57c06 |

### FedSOL-FT

Accuracy: 95. Result ID: 699267e83a6c3148490ebd15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c06.md>)

Recorded evaluation configuration: {"e":5}. This record does not assert independent reproduction.

### kNN-Per

Accuracy: 92.8. Result ID: 699267e83a6c3148490ebd13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd91e209131cea363f8.md>)

Recorded evaluation configuration: {"e":5}. This record does not assert independent reproduction.

### FedBabu

Accuracy: 92.7. Result ID: 699267e83a6c3148490ebd11.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfa1e209131cea31630.md>)

Recorded evaluation configuration: {"e":5}. This record does not assert independent reproduction.

### FedSOL-FT

Accuracy: 92.5. Result ID: 699267e83a6c3148490ebd14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c06.md>)

Recorded evaluation configuration: {"e":1}. This record does not assert independent reproduction.

### FedAvg

Accuracy: 92.1. Result ID: 699267e83a6c3148490ebd0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c06.md>)

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

Recorded evaluation configuration: {"e":5}. This record does not assert independent reproduction.

### FedBabu

Accuracy: 88.7. Result ID: 699267e83a6c3148490ebd10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfa1e209131cea31630.md>)

Recorded evaluation configuration: {"e":1}. This record does not assert independent reproduction.

### Local-only

Accuracy: 87.4. Result ID: 699267e83a6c3148490ebd0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c06.md>)

Recorded evaluation configuration: {"e":"-"}. This record does not assert independent reproduction.

### FedAvg

Accuracy: 86.6. Result ID: 699267e83a6c3148490ebd0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c06.md>)

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

Recorded evaluation configuration: {"e":1}. This record does not assert independent reproduction.

### kNN-Per

Accuracy: 86.4. Result ID: 699267e83a6c3148490ebd12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd91e209131cea363f8.md>)

Recorded evaluation configuration: {"e":1}. This record does not assert independent reproduction.

### PerFedAvg

Accuracy: 72.4. Result ID: 699267e83a6c3148490ebd0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c06.md>)

Recorded evaluation configuration: {"e":5}. This record does not assert independent reproduction.

### PerFedAvg

Accuracy: 64.1. Result ID: 699267e83a6c3148490ebd0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c06.md>)

Recorded evaluation configuration: {"e":1}. This record does not assert independent reproduction.

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