# Long-tailed Image Classification on CIFAR10-LT NID1\_0.5, rho=50

Source: [Long-tailed Image Classification on CIFAR10-LT NID1\_0.5, rho=50](<https://www.sota2.com/research/sota/long-tailed-image-classification-on-cifar10-lt-nid1_0-5-rho-50>)

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

Data updated: 2026-05-14T09:35:55.172Z

Evaluation of Long-tailed Image Classification performance on the CIFAR-10-LT dataset configured with NID1\_0.5 imbalance settings and a class imbalance ratio (rho) of 50, reporting Accuracy.

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 | Long-tailed Image Classification |
| Dataset (including any stated split) | CIFAR10-LT NID1\_0.5, rho=50 |
| 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/long-tailed-image-classification-on-cifar10-lt-nid1_0-5-rho-50.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FedHPro | 74.69 | Not recorded | 6a05574edbc836b87d828fae |
| FedSA | 72.3 | Not recorded | 6a05574edbc836b87d828fae |
| FedRCL | 71.55 | Not recorded | 6a05574edbc836b87d828fae |
| FedTGP | 71.36 | Not recorded | 6a05574edbc836b87d828fae |
| FedGMKD | 71.21 | Not recorded | 6a05574edbc836b87d828fae |
| MOON | 69.7 | Not recorded | 6a05574edbc836b87d828fae |
| FedProto | 69.43 | Not recorded | 6a05574edbc836b87d828fae |
| FedProx | 69.23 | Not recorded | 6a05574edbc836b87d828fae |
| FedAvg | 69.05 | Not recorded | 6a05574edbc836b87d828fae |

### FedHPro

Accuracy: 74.69. Result ID: 6a05960647f34ce924ececa7.

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

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

Recorded evaluation configuration: {"rho":"50"}. This record does not assert independent reproduction.

### FedSA

Accuracy: 72.3. Result ID: 6a05960647f34ce924ececa6.

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

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

Recorded evaluation configuration: {"rho":"50","Exchange Protocol":"Prototypes and model parameters"}. This record does not assert independent reproduction.

### FedRCL

Accuracy: 71.55. Result ID: 6a05960647f34ce924ececa5.

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

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

Recorded evaluation configuration: {"rho":"50","FL Type":"Parameter-based"}. This record does not assert independent reproduction.

### FedTGP

Accuracy: 71.36. Result ID: 6a05960647f34ce924ececa3.

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

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

Recorded evaluation configuration: {"rho":"50","Exchange Protocol":"Prototypes and model parameters"}. This record does not assert independent reproduction.

### FedGMKD

Accuracy: 71.21. Result ID: 6a05960647f34ce924ececa4.

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

Recorded evaluation configuration: {"rho":"50"}. This record does not assert independent reproduction.

### MOON

Accuracy: 69.7. Result ID: 6a05960647f34ce924ececa1.

[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: {"rho":"50"}. This record does not assert independent reproduction.

### FedProto

Accuracy: 69.43. Result ID: 6a05960647f34ce924ececa2.

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

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

Recorded evaluation configuration: {"rho":"50","Exchange Protocol":"Prototypes and model parameters"}. This record does not assert independent reproduction.

### FedProx

Accuracy: 69.23. Result ID: 6a05960647f34ce924ececa0.

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

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

Recorded evaluation configuration: {"rho":"50"}. This record does not assert independent reproduction.

### FedAvg

Accuracy: 69.05. Result ID: 6a05960647f34ce924ecec9f.

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

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

Recorded evaluation configuration: {"rho":"50"}. This record does not assert independent reproduction.

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