# Image Classification on CIFAR100 (RTA Target Accuracy Scores)

Source: [Image Classification on CIFAR100 (RTA Target Accuracy Scores)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-rta-target-accuracy-scores>)

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

Data updated: 2026-05-19T10:52:22.450Z

Evaluation of Image Classification performance on the CIFAR-100 dataset, reporting scores across various target accuracy thresholds using the RTA methodology.

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) | CIFAR100 |
| Metric | RTA Score (15% Target Acc) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [RTA Score (15% Target Acc)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-rta-target-accuracy-scores.md?metric=RTA%20Score%20(15%25%20Target%20Acc)>): Higher is better; unit: SCALAR.

- [RTA Score (30% Target Acc)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-rta-target-accuracy-scores.md?metric=RTA%20Score%20(30%25%20Target%20Acc)>): Higher is better; unit: SCALAR.

- [RTA Score (45% Target Acc)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-rta-target-accuracy-scores.md?metric=RTA%20Score%20(45%25%20Target%20Acc)>): Higher is better; unit: SCALAR.

- [RTA Score (60% Target Acc)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-rta-target-accuracy-scores.md?metric=RTA%20Score%20(60%25%20Target%20Acc)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | RTA Score (15% Target Acc) | Result date | Report paper |
| --- | --- | --- | --- |
| FedAvg | 36 | Not recorded | 6a0beee3dbc836b87d82c7b6 |
| MergeSFL | 33 | Not recorded | 6a0beee3dbc836b87d82c7b6 |
| FAVD | 30 | Not recorded | 6a0beee3dbc836b87d82c7b6 |
| BESplit | 29 | Not recorded | 6a0beee3dbc836b87d82c7b6 |
| FedAvg | 16 | Not recorded | 6a0beee3dbc836b87d82c7b6 |
| MergeSFL | 15 | Not recorded | 6a0beee3dbc836b87d82c7b6 |
| FAVD | 14 | Not recorded | 6a0beee3dbc836b87d82c7b6 |
| BESplit | 13 | Not recorded | 6a0beee3dbc836b87d82c7b6 |

### FedAvg

RTA Score (15% Target Acc): 36. Result ID: 6a0c406bfbc373592c031bcd.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beee3dbc836b87d82c7b6.md>)

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

Recorded evaluation configuration: {"Data Distribution":"NIID"}. This record does not assert independent reproduction.

### MergeSFL

RTA Score (15% Target Acc): 33. Result ID: 6a0c406bfbc373592c031bd1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beee3dbc836b87d82c7b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74351e209131cea60719.md>)

Recorded evaluation configuration: {"Data Distribution":"NIID"}. This record does not assert independent reproduction.

### FAVD

RTA Score (15% Target Acc): 30. Result ID: 6a0c406bfbc373592c031bcf.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beee3dbc836b87d82c7b6.md>)

Recorded evaluation configuration: {"Data Distribution":"NIID"}. This record does not assert independent reproduction.

### BESplit

RTA Score (15% Target Acc): 29. Result ID: 6a0c406bfbc373592c031bd3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beee3dbc836b87d82c7b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beee3dbc836b87d82c7b6.md>)

Recorded evaluation configuration: {"Data Distribution":"NIID"}. This record does not assert independent reproduction.

### FedAvg

RTA Score (15% Target Acc): 16. Result ID: 6a0c406bfbc373592c031bcc.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beee3dbc836b87d82c7b6.md>)

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

Recorded evaluation configuration: {"Data Distribution":"Uniform"}. This record does not assert independent reproduction.

### MergeSFL

RTA Score (15% Target Acc): 15. Result ID: 6a0c406bfbc373592c031bd0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beee3dbc836b87d82c7b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74351e209131cea60719.md>)

Recorded evaluation configuration: {"Data Distribution":"Uniform"}. This record does not assert independent reproduction.

### FAVD

RTA Score (15% Target Acc): 14. Result ID: 6a0c406bfbc373592c031bce.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beee3dbc836b87d82c7b6.md>)

Recorded evaluation configuration: {"Data Distribution":"Uniform"}. This record does not assert independent reproduction.

### BESplit

RTA Score (15% Target Acc): 13. Result ID: 6a0c406bfbc373592c031bd2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beee3dbc836b87d82c7b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beee3dbc836b87d82c7b6.md>)

Recorded evaluation configuration: {"Data Distribution":"Uniform"}. This record does not assert independent reproduction.

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