# Image Classification on TinyImageNet NID1\_0.5 label/quantity skew

Source: [Image Classification on TinyImageNet NID1\_0.5 label/quantity skew](<https://www.sota2.com/research/sota/image-classification-on-tinyimagenet-nid1_0-5-label-quantity-skew>)

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

Data updated: 2026-05-14T09:35:55.064Z

Evaluation of Image Classification performance on the TinyImageNet dataset configured with the NID1\_0.5 label/quantity skew 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 NID1\_0.5 label/quantity skew |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-nid1_0-5-label-quantity-skew.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FedHPro | 46.9 | Not recorded | 6a05574edbc836b87d828fae |
| FedSA | 45.56 | Not recorded | 6a05574edbc836b87d828fae |
| FedGMKD | 45.3 | Not recorded | 6a05574edbc836b87d828fae |
| FedRCL | 45.24 | Not recorded | 6a05574edbc836b87d828fae |
| FedTGP | 45.13 | Not recorded | 6a05574edbc836b87d828fae |
| MOON | 44.36 | Not recorded | 6a05574edbc836b87d828fae |
| FedProto | 44.19 | Not recorded | 6a05574edbc836b87d828fae |
| FedAvg | 43.88 | Not recorded | 6a05574edbc836b87d828fae |
| FedProx | 43.5 | Not recorded | 6a05574edbc836b87d828fae |

### FedHPro

Accuracy: 46.9. Result ID: 6a05960647f34ce924ecec8c.

[Reporting paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

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

### FedSA

Accuracy: 45.56. Result ID: 6a05960647f34ce924ecec8b.

[Reporting paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78751e209131cea786d2.md>)

Recorded evaluation configuration: {"Exchange Protocol":"Prototypes and model parameters"}. This record does not assert independent reproduction.

### FedGMKD

Accuracy: 45.3. Result ID: 6a05960647f34ce924ecec89.

[Reporting paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

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

### FedRCL

Accuracy: 45.24. Result ID: 6a05960647f34ce924ecec8a.

[Reporting paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73611e209131cea5c107.md>)

Recorded evaluation configuration: {"FL Type":"Parameter-based"}. This record does not assert independent reproduction.

### FedTGP

Accuracy: 45.13. Result ID: 6a05960647f34ce924ecec88.

[Reporting paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71b41e209131cea52a38.md>)

Recorded evaluation configuration: {"Exchange Protocol":"Prototypes and model parameters"}. This record does not assert independent reproduction.

### MOON

Accuracy: 44.36. Result ID: 6a05960647f34ce924ecec86.

[Reporting paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699a1e209131cea22fca.md>)

[Implementation](<https://github.com/QinbinLi/MOON>)

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

### FedProto

Accuracy: 44.19. Result ID: 6a05960647f34ce924ecec87.

[Reporting paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf71e209131cea3152d.md>)

Recorded evaluation configuration: {"Exchange Protocol":"Prototypes and model parameters"}. This record does not assert independent reproduction.

### FedAvg

Accuracy: 43.88. Result ID: 6a05960647f34ce924ecec84.

[Reporting paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

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

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

### FedProx

Accuracy: 43.5. Result ID: 6a05960647f34ce924ecec85.

[Reporting paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67701e209131cea163fe.md>)

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

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