# Image Classification on CIFAR-10 ρ=0 (test)

Source: [Image Classification on CIFAR-10 ρ=0 (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-0-test>)

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

Data updated: 2026-05-11T08:39:06.564Z

Evaluation of Image Classification model performance on the CIFAR-10 test set under the specific condition defined by ρ=0.

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 ρ=0 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/image-classification-on-cifar-10-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Latency](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-0-test.md?metric=Latency>): Lower is better; unit: TIME.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SplitGP + FT | 93.56 | Not recorded | 6a01625bdbc836b87d822ee1 |
| SplitGP | 93 | Not recorded | 6a01625bdbc836b87d822ee1 |
| HARMONY | 92.34 | Not recorded | 6a01625bdbc836b87d822ee1 |
| SplitGP | 88.94 | Not recorded | 6a01625bdbc836b87d822ee1 |
| Multi-exit SFL | 67.13 | Not recorded | 6a01625bdbc836b87d822ee1 |
| SplitFed | 47.93 | Not recorded | 6a01625bdbc836b87d822ee1 |

### SplitGP + FT

Accuracy: 93.56. Result ID: 6a01959247f34ce924e377b0.

[Reporting paper](<https://www.sota2.com/research/paper/6a01625bdbc836b87d822ee1.md>)

Recorded evaluation configuration: {"Backbone":"VGG-11","Number of Clients (N)":"50","Data Partitioning (Shard)":"2","Personalization Intensity (λ)":"0.2","Evaluation Protocol (Fine-tuning)":"on-device fine-tuning"}. This record does not assert independent reproduction.

### SplitGP

Accuracy: 93. Result ID: 6a01959247f34ce924e377ae.

[Reporting paper](<https://www.sota2.com/research/paper/6a01625bdbc836b87d822ee1.md>)

Recorded evaluation configuration: {"Backbone":"VGG-11","Number of Clients (N)":"50","Data Partitioning (Shard)":"2","Personalization Intensity (λ)":"0.9"}. This record does not assert independent reproduction.

### HARMONY

Accuracy: 92.34. Result ID: 6a01959247f34ce924e377b1.

[Reporting paper](<https://www.sota2.com/research/paper/6a01625bdbc836b87d822ee1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a01625bdbc836b87d822ee1.md>)

Recorded evaluation configuration: {"Backbone":"VGG-11","Number of Clients (N)":"50","Data Partitioning (Shard)":"2"}. This record does not assert independent reproduction.

### SplitGP

Accuracy: 88.94. Result ID: 6a01959247f34ce924e377af.

[Reporting paper](<https://www.sota2.com/research/paper/6a01625bdbc836b87d822ee1.md>)

Recorded evaluation configuration: {"Backbone":"VGG-11","Number of Clients (N)":"50","Data Partitioning (Shard)":"2","Personalization Intensity (λ)":"0.2"}. This record does not assert independent reproduction.

### Multi-exit SFL

Accuracy: 67.13. Result ID: 6a01959247f34ce924e377ad.

[Reporting paper](<https://www.sota2.com/research/paper/6a01625bdbc836b87d822ee1.md>)

Recorded evaluation configuration: {"Backbone":"VGG-11","Number of Clients (N)":"50","Data Partitioning (Shard)":"2"}. This record does not assert independent reproduction.

### SplitFed

Accuracy: 47.93. Result ID: 6a01959247f34ce924e377ac.

[Reporting paper](<https://www.sota2.com/research/paper/6a01625bdbc836b87d822ee1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bda1e209131cea30a01.md>)

Recorded evaluation configuration: {"Backbone":"VGG-11","Number of Clients (N)":"50","Data Partitioning (Shard)":"2"}. This record does not assert independent reproduction.

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