# Image Classification on SVHN (G.acc, L.acc)

Source: [Image Classification on SVHN (G.acc, L.acc)](<https://www.sota2.com/research/sota/image-classification-on-svhn-g-acc-l-acc>)

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

Data updated: 2026-06-16T07:43:50.750Z

Evaluation of Image Classification performance on the SVHN dataset, reporting G.acc and L.acc metrics.

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) | SVHN |
| Metric | G.acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [G.acc](<https://www.sota2.com/research/sota/image-classification-on-svhn-g-acc-l-acc.md?metric=G.acc>): Higher is better; unit: PERCENT.

- [L.acc](<https://www.sota2.com/research/sota/image-classification-on-svhn-g-acc-l-acc.md?metric=L.acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | G.acc | Result date | Report paper |
| --- | --- | --- | --- |
| DFRD | 46.3 | Not recorded | 68fa78c11e209131cea7a535 |
| Mosaic | 44.74 | Not recorded | 68fa78c11e209131cea7a535 |
| Mosaic | 40.61 | Not recorded | 68fa78c11e209131cea7a535 |
| FedFTG | 38.07 | Not recorded | 68fa78c11e209131cea7a535 |
| Mosaic | 37.09 | Not recorded | 68fa78c11e209131cea7a535 |
| DENSE | 36.58 | Not recorded | 68fa78c11e209131cea7a535 |
| FedKFD | 36.06 | Not recorded | 68fa78c11e209131cea7a535 |
| DFRD | 34.78 | Not recorded | 68fa78c11e209131cea7a535 |
| FedRolex | 34.71 | Not recorded | 68fa78c11e209131cea7a535 |
| DFRD | 32.86 | Not recorded | 68fa78c11e209131cea7a535 |
| DENSE | 26.69 | Not recorded | 68fa78c11e209131cea7a535 |
| FedKFD | 25.71 | Not recorded | 68fa78c11e209131cea7a535 |
| FedFTG | 25.53 | Not recorded | 68fa78c11e209131cea7a535 |
| DENSE | 24.34 | Not recorded | 68fa78c11e209131cea7a535 |
| FedFTG | 24.06 | Not recorded | 68fa78c11e209131cea7a535 |
| FedKFD | 23.61 | Not recorded | 68fa78c11e209131cea7a535 |
| FedRolex | 23.48 | Not recorded | 68fa78c11e209131cea7a535 |
| FedRolex | 22.39 | Not recorded | 68fa78c11e209131cea7a535 |

### DFRD

G.acc: 46.3. Result ID: 6a30fea9fbc373592c2cf345.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d1b1.md>)

[Implementation](<https://anonymous.4open.science/r/DFRD-0C83/>)

Recorded evaluation configuration: {"rho":"5"}. This record does not assert independent reproduction.

### Mosaic

G.acc: 44.74. Result ID: 6a30fea9fbc373592c2cf34b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

Recorded evaluation configuration: {"rho":"5"}. This record does not assert independent reproduction.

### Mosaic

G.acc: 40.61. Result ID: 6a30fea9fbc373592c2cf34c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

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

### FedFTG

G.acc: 38.07. Result ID: 6a30fea9fbc373592c2cf342.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb13.md>)

[Implementation](<https://github.com/ZhangLin-PKU/FedFTG>)

Recorded evaluation configuration: {"rho":"5"}. This record does not assert independent reproduction.

### Mosaic

G.acc: 37.09. Result ID: 6a30fea9fbc373592c2cf34d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

Recorded evaluation configuration: {"rho":"40"}. This record does not assert independent reproduction.

### DENSE

G.acc: 36.58. Result ID: 6a30fea9fbc373592c2cf33f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d6b6.md>)

Recorded evaluation configuration: {"rho":"5"}. This record does not assert independent reproduction.

### FedKFD

G.acc: 36.06. Result ID: 6a30fea9fbc373592c2cf348.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

Recorded evaluation configuration: {"rho":"5"}. This record does not assert independent reproduction.

### DFRD

G.acc: 34.78. Result ID: 6a30fea9fbc373592c2cf346.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d1b1.md>)

[Implementation](<https://anonymous.4open.science/r/DFRD-0C83/>)

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

### FedRolex

G.acc: 34.71. Result ID: 6a30fea9fbc373592c2cf33c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

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

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

Recorded evaluation configuration: {"rho":"5"}. This record does not assert independent reproduction.

### DFRD

G.acc: 32.86. Result ID: 6a30fea9fbc373592c2cf347.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d1b1.md>)

[Implementation](<https://anonymous.4open.science/r/DFRD-0C83/>)

Recorded evaluation configuration: {"rho":"40"}. This record does not assert independent reproduction.

### DENSE

G.acc: 26.69. Result ID: 6a30fea9fbc373592c2cf340.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d6b6.md>)

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

### FedKFD

G.acc: 25.71. Result ID: 6a30fea9fbc373592c2cf349.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

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

### FedFTG

G.acc: 25.53. Result ID: 6a30fea9fbc373592c2cf343.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb13.md>)

[Implementation](<https://github.com/ZhangLin-PKU/FedFTG>)

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

### DENSE

G.acc: 24.34. Result ID: 6a30fea9fbc373592c2cf341.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d6b6.md>)

Recorded evaluation configuration: {"rho":"40"}. This record does not assert independent reproduction.

### FedFTG

G.acc: 24.06. Result ID: 6a30fea9fbc373592c2cf344.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb13.md>)

[Implementation](<https://github.com/ZhangLin-PKU/FedFTG>)

Recorded evaluation configuration: {"rho":"40"}. This record does not assert independent reproduction.

### FedKFD

G.acc: 23.61. Result ID: 6a30fea9fbc373592c2cf34a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

Recorded evaluation configuration: {"rho":"40"}. This record does not assert independent reproduction.

### FedRolex

G.acc: 23.48. Result ID: 6a30fea9fbc373592c2cf33d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

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

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

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

### FedRolex

G.acc: 22.39. Result ID: 6a30fea9fbc373592c2cf33e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a535.md>)

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

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

Recorded evaluation configuration: {"rho":"40"}. This record does not assert independent reproduction.

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