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

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

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

Data updated: 2026-02-26T05:29:33.277Z

Evaluation of Image Classification performance on the TissueMNIST dataset using the LDA alpha=0.1 configuration on the test split.

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) | TissueMNIST 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-tissuemnist-lda-alpha-0-1-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FedSOL-FT | 91.6 | Not recorded | 68fa72ac1e209131cea57c06 |
| kNN-Per | 91.4 | Not recorded | 68fa72ac1e209131cea57c06 |
| FedBabu | 90.5 | Not recorded | 68fa72ac1e209131cea57c06 |
| FedAvg | 89.2 | Not recorded | 68fa72ac1e209131cea57c06 |
| PerFedAvg | 88.8 | Not recorded | 68fa72ac1e209131cea57c06 |
| FedSOL-FT | 88.1 | Not recorded | 68fa72ac1e209131cea57c06 |
| kNN-Per | 86.5 | Not recorded | 68fa72ac1e209131cea57c06 |
| FedBabu | 85.7 | Not recorded | 68fa72ac1e209131cea57c06 |
| Local-only | 82.4 | Not recorded | 68fa72ac1e209131cea57c06 |
| PerFedAvg | 82.3 | Not recorded | 68fa72ac1e209131cea57c06 |
| FedAvg | 82.2 | Not recorded | 68fa72ac1e209131cea57c06 |

### FedSOL-FT

Accuracy: 91.6. Result ID: 699267e83a6c3148490ebd20.

[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: 91.4. Result ID: 699267e83a6c3148490ebd1e.

[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: 90.5. Result ID: 699267e83a6c3148490ebd1c.

[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.

### FedAvg

Accuracy: 89.2. Result ID: 699267e83a6c3148490ebd18.

[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.

### PerFedAvg

Accuracy: 88.8. Result ID: 699267e83a6c3148490ebd1a.

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

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

### FedSOL-FT

Accuracy: 88.1. Result ID: 699267e83a6c3148490ebd1f.

[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.

### kNN-Per

Accuracy: 86.5. Result ID: 699267e83a6c3148490ebd1d.

[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.

### FedBabu

Accuracy: 85.7. Result ID: 699267e83a6c3148490ebd1b.

[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: 82.4. Result ID: 699267e83a6c3148490ebd16.

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

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

### PerFedAvg

Accuracy: 82.3. Result ID: 699267e83a6c3148490ebd19.

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

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

### FedAvg

Accuracy: 82.2. Result ID: 699267e83a6c3148490ebd17.

[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.

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