# Image Classification on CIFAR-10 (test) (Rho/Zeta Specific Accuracy)

Source: [Image Classification on CIFAR-10 (test) (Rho/Zeta Specific Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-rho-zeta-specific-accuracy>)

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

Data updated: 2026-02-26T05:34:33.506Z

Evaluation of Image Classification performance on the CIFAR-10 test set using specialized accuracy metrics parameterized by specific rho and zeta values.

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) | CIFAR-10 (test) |
| Metric | Accuracy (rho=0.4, zeta=0.8) |
| 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 (rho=0.4, zeta=0.8)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-rho-zeta-specific-accuracy.md?metric=Accuracy%20(rho%3D0.4%2C%20zeta%3D0.8)>): Higher is better; unit: PERCENT.

- [Accuracy (rho=0.2, zeta=0.4)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-rho-zeta-specific-accuracy.md?metric=Accuracy%20(rho%3D0.2%2C%20zeta%3D0.4)>): Higher is better; unit: PERCENT.

- [Accuracy (rho=0.1, zeta=0.0)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-rho-zeta-specific-accuracy.md?metric=Accuracy%20(rho%3D0.1%2C%20zeta%3D0.0)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (rho=0.4, zeta=0.8) | Result date | Report paper |
| --- | --- | --- | --- |
| FedEFC | 85.85 | Not recorded | 68fa7ad61e209131cea8571e |
| confident learning | 66.2 | Not recorded | 68fa7ad61e209131cea8571e |
| RoFL | 62.29 | Not recorded | 68fa7ad61e209131cea8571e |
| forward correction | 60.61 | Not recorded | 68fa7ad61e209131cea8571e |
| FedDitto | 59.18 | Not recorded | 68fa7ad61e209131cea8571e |
| FedNoRo | 58.94 | Not recorded | 68fa7ad61e209131cea8571e |
| FedProx | 58.78 | Not recorded | 68fa7ad61e209131cea8571e |
| FedAvg | 58.42 | Not recorded | 68fa7ad61e209131cea8571e |
| FedCorr | 54.06 | Not recorded | 68fa7ad61e209131cea8571e |

### FedEFC

Accuracy (rho=0.4, zeta=0.8): 85.85. Result ID: 699ae1995698665ec471825b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ad61e209131cea8571e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ad61e209131cea8571e.md>)

Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction.

### confident learning

Accuracy (rho=0.4, zeta=0.8): 66.2. Result ID: 699ae1995698665ec4718259.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ad61e209131cea8571e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d4f1e209131cea39052.md>)

Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction.

### RoFL

Accuracy (rho=0.4, zeta=0.8): 62.29. Result ID: 699ae1995698665ec4718257.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ad61e209131cea8571e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be31e209131cea30ec0.md>)

Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction.

### forward correction

Accuracy (rho=0.4, zeta=0.8): 60.61. Result ID: 699ae1995698665ec471825a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ad61e209131cea8571e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63321e209131ce9fd4c8.md>)

Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction.

### FedDitto

Accuracy (rho=0.4, zeta=0.8): 59.18. Result ID: 699ae1995698665ec4718254.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ad61e209131cea8571e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a2d1e209131cea269df.md>)

Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction.

### FedNoRo

Accuracy (rho=0.4, zeta=0.8): 58.94. Result ID: 699ae1995698665ec4718258.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ad61e209131cea8571e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cc8.md>)

Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction.

### FedProx

Accuracy (rho=0.4, zeta=0.8): 58.78. Result ID: 699ae1995698665ec4718255.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ad61e209131cea8571e.md>)

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

Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction.

### FedAvg

Accuracy (rho=0.4, zeta=0.8): 58.42. Result ID: 699ae1995698665ec4718253.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ad61e209131cea8571e.md>)

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

Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction.

### FedCorr

Accuracy (rho=0.4, zeta=0.8): 54.06. Result ID: 699ae1995698665ec4718256.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ad61e209131cea8571e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c441e209131cea331ab.md>)

[Implementation](<https://github.com/Xu-Jingyi/FedCorr>)

Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction.

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