# Image Classification on TinyImageNet Practical Label Skew Dirichlet (test)

Source: [Image Classification on TinyImageNet Practical Label Skew Dirichlet (test)](<https://www.sota2.com/research/sota/image-classification-on-tinyimagenet-practical-label-skew-dirichlet-test>)

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

Data updated: 2026-04-09T23:58:09.768Z

Evaluation of Image Classification performance on the test split of the TinyImageNet dataset configured with a Practical Label Skew Dirichlet distribution.

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) | TinyImageNet Practical Label Skew Dirichlet (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-tinyimagenet-practical-label-skew-dirichlet-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SubFLOT | 25.15 | Not recorded | 69d732ae7d0172140ec76c48 |
| FlexFL | 22.19 | Not recorded | 69d732ae7d0172140ec76c48 |
| ScaleFL | 21.23 | Not recorded | 69d732ae7d0172140ec76c48 |
| FedRolex | 20.91 | Not recorded | 69d732ae7d0172140ec76c48 |
| FedMP | 20.61 | Not recorded | 69d732ae7d0172140ec76c48 |
| FedDSE | 20.25 | Not recorded | 69d732ae7d0172140ec76c48 |
| DepthFL | 20.17 | Not recorded | 69d732ae7d0172140ec76c48 |
| HeteroFL | 19.91 | Not recorded | 69d732ae7d0172140ec76c48 |
| Flado | 19.76 | Not recorded | 69d732ae7d0172140ec76c48 |
| AdaptiveFL | 19.76 | Not recorded | 69d732ae7d0172140ec76c48 |
| FedDrop | 12.93 | Not recorded | 69d732ae7d0172140ec76c48 |

### SubFLOT

Accuracy: 25.15. Result ID: 69d83cc347f34ce924c0256b.

[Reporting paper](<https://www.sota2.com/research/paper/69d732ae7d0172140ec76c48.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d732ae7d0172140ec76c48.md>)

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

### FlexFL

Accuracy: 22.19. Result ID: 69d83cc347f34ce924c0256a.

[Reporting paper](<https://www.sota2.com/research/paper/69d732ae7d0172140ec76c48.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74231e209131cea5fee9.md>)

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

### ScaleFL

Accuracy: 21.23. Result ID: 69d83cc347f34ce924c02565.

[Reporting paper](<https://www.sota2.com/research/paper/69d732ae7d0172140ec76c48.md>)

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

### FedRolex

Accuracy: 20.91. Result ID: 69d83cc347f34ce924c02562.

[Reporting paper](<https://www.sota2.com/research/paper/69d732ae7d0172140ec76c48.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e601e209131cea3f7e7.md>)

[Implementation](<https://github.com/AIoT-MLSys-Lab/FedRolex>)

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

### FedMP

Accuracy: 20.61. Result ID: 69d83cc347f34ce924c02564.

[Reporting paper](<https://www.sota2.com/research/paper/69d732ae7d0172140ec76c48.md>)

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

### FedDSE

Accuracy: 20.25. Result ID: 69d83cc347f34ce924c02568.

[Reporting paper](<https://www.sota2.com/research/paper/69d732ae7d0172140ec76c48.md>)

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

### DepthFL

Accuracy: 20.17. Result ID: 69d83cc347f34ce924c02567.

[Reporting paper](<https://www.sota2.com/research/paper/69d732ae7d0172140ec76c48.md>)

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

### HeteroFL

Accuracy: 19.91. Result ID: 69d83cc347f34ce924c02561.

[Reporting paper](<https://www.sota2.com/research/paper/69d732ae7d0172140ec76c48.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b6d1e209131cea2e475.md>)

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

### Flado

Accuracy: 19.76. Result ID: 69d83cc347f34ce924c02566.

[Reporting paper](<https://www.sota2.com/research/paper/69d732ae7d0172140ec76c48.md>)

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

### AdaptiveFL

Accuracy: 19.76. Result ID: 69d83cc347f34ce924c02569.

[Reporting paper](<https://www.sota2.com/research/paper/69d732ae7d0172140ec76c48.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea589d8.md>)

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

### FedDrop

Accuracy: 12.93. Result ID: 69d83cc347f34ce924c02563.

[Reporting paper](<https://www.sota2.com/research/paper/69d732ae7d0172140ec76c48.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65371e209131cea0903b.md>)

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

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