# Long-tailed Image Classification on CIFAR10-LT (NID1\_0.5, rho=10)

Source: [Long-tailed Image Classification on CIFAR10-LT (NID1\_0.5, rho=10)](<https://www.sota2.com/research/sota/long-tailed-image-classification-on-cifar10-lt-nid1_0-5-rho-10>)

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

Data updated: 2026-05-14T09:35:55.135Z

Evaluation of Long-tailed Image Classification performance on the CIFAR-10 Long-Tail dataset configured with NID1=0.5 and imbalance ratio rho=10, 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=10) |
| 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-10.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FedHPro | 78.62 | Not recorded | 6a05574edbc836b87d828fae |
| FedGMKD | 76.83 | Not recorded | 6a05574edbc836b87d828fae |
| FedSA | 76.75 | Not recorded | 6a05574edbc836b87d828fae |
| FedRCL | 76.6 | Not recorded | 6a05574edbc836b87d828fae |
| FedTGP | 76.27 | Not recorded | 6a05574edbc836b87d828fae |
| MOON | 76.11 | Not recorded | 6a05574edbc836b87d828fae |
| FedProto | 75.81 | Not recorded | 6a05574edbc836b87d828fae |
| FedAvg | 75.54 | Not recorded | 6a05574edbc836b87d828fae |
| FedProx | 75.15 | Not recorded | 6a05574edbc836b87d828fae |

### FedHPro

Accuracy: 78.62. Result ID: 6a05960647f34ce924ecec9e.

[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":"10"}. This record does not assert independent reproduction.

### FedGMKD

Accuracy: 76.83. Result ID: 6a05960647f34ce924ecec9b.

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

Recorded evaluation configuration: {"rho":"10"}. This record does not assert independent reproduction.

### FedSA

Accuracy: 76.75. Result ID: 6a05960647f34ce924ecec9d.

[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":"10","Exchange Protocol":"Prototypes and model parameters"}. This record does not assert independent reproduction.

### FedRCL

Accuracy: 76.6. Result ID: 6a05960647f34ce924ecec9c.

[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":"10","FL Type":"Parameter-based"}. This record does not assert independent reproduction.

### FedTGP

Accuracy: 76.27. Result ID: 6a05960647f34ce924ecec9a.

[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":"10","Exchange Protocol":"Prototypes and model parameters"}. This record does not assert independent reproduction.

### MOON

Accuracy: 76.11. Result ID: 6a05960647f34ce924ecec98.

[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":"10"}. This record does not assert independent reproduction.

### FedProto

Accuracy: 75.81. Result ID: 6a05960647f34ce924ecec99.

[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":"10","Exchange Protocol":"Prototypes and model parameters"}. This record does not assert independent reproduction.

### FedAvg

Accuracy: 75.54. Result ID: 6a05960647f34ce924ecec96.

[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":"10"}. This record does not assert independent reproduction.

### FedProx

Accuracy: 75.15. Result ID: 6a05960647f34ce924ecec97.

[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":"10"}. This record does not assert independent reproduction.

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