# Image Classification on Camelyon17 (test)

Source: [Image Classification on Camelyon17 (test)](<https://www.sota2.com/research/sota/image-classification-on-camelyon17-test>)

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

Data updated: 2026-05-15T08:48:16.642Z

Evaluation of Image Classification performance on the test split of the Camelyon17 dataset, reporting hierarchical metrics (Hosp0 through Hosp4) and the overall average.

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) | Camelyon17 (test) |
| Metric | Hosp0 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Hosp0 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-camelyon17-test.md?metric=Hosp0%20Accuracy>): Higher is better; unit: PERCENT.

- [Hosp1 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-camelyon17-test.md?metric=Hosp1%20Accuracy>): Higher is better; unit: PERCENT.

- [Hosp2 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-camelyon17-test.md?metric=Hosp2%20Accuracy>): Higher is better; unit: PERCENT.

- [Hosp3 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-camelyon17-test.md?metric=Hosp3%20Accuracy>): Higher is better; unit: PERCENT.

- [Hosp4 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-camelyon17-test.md?metric=Hosp4%20Accuracy>): Higher is better; unit: PERCENT.

- [Average Accuracy](<https://www.sota2.com/research/sota/image-classification-on-camelyon17-test.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Hosp0 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FedStain | 96.9 | Not recorded | 6a06a87fdbc836b87d829fa8 |
| FedAlign | 96.44 | Not recorded | 6a06a87fdbc836b87d829fa8 |
| FedAlign | 95.88 | Not recorded | 6a06a87fdbc836b87d829fa8 |
| FedStain | 95.25 | Not recorded | 6a06a87fdbc836b87d829fa8 |
| FedCCRL | 94.93 | Not recorded | 6a06a87fdbc836b87d829fa8 |
| FedCCRL | 94.89 | Not recorded | 6a06a87fdbc836b87d829fa8 |
| FedProx | 90.67 | Not recorded | 6a06a87fdbc836b87d829fa8 |
| Strap | 89.61 | Not recorded | 6a06a87fdbc836b87d829fa8 |
| Strap | 87.78 | Not recorded | 6a06a87fdbc836b87d829fa8 |
| FedAvg | 87.37 | Not recorded | 6a06a87fdbc836b87d829fa8 |
| FedProx | 86.29 | Not recorded | 6a06a87fdbc836b87d829fa8 |
| FedAvg | 78.96 | Not recorded | 6a06a87fdbc836b87d829fa8 |

### FedStain

Hosp0 Accuracy: 96.9. Result ID: 6a06ddc047f34ce924ee9c31.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a87fdbc836b87d829fa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a06a87fdbc836b87d829fa8.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### FedAlign

Hosp0 Accuracy: 96.44. Result ID: 6a06ddc047f34ce924ee9c29.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a87fdbc836b87d829fa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b31e209131cea6e8b5.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### FedAlign

Hosp0 Accuracy: 95.88. Result ID: 6a06ddc047f34ce924ee9c2f.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a87fdbc836b87d829fa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b31e209131cea6e8b5.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### FedStain

Hosp0 Accuracy: 95.25. Result ID: 6a06ddc047f34ce924ee9c2b.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a87fdbc836b87d829fa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a06a87fdbc836b87d829fa8.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### FedCCRL

Hosp0 Accuracy: 94.93. Result ID: 6a06ddc047f34ce924ee9c2e.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a87fdbc836b87d829fa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73fe1e209131cea5f13f.md>)

[Implementation](<https://github.com/jayrmh/QAERTS>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### FedCCRL

Hosp0 Accuracy: 94.89. Result ID: 6a06ddc047f34ce924ee9c28.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a87fdbc836b87d829fa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73fe1e209131cea5f13f.md>)

[Implementation](<https://github.com/jayrmh/QAERTS>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### FedProx

Hosp0 Accuracy: 90.67. Result ID: 6a06ddc047f34ce924ee9c2d.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a87fdbc836b87d829fa8.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### Strap

Hosp0 Accuracy: 89.61. Result ID: 6a06ddc047f34ce924ee9c30.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a87fdbc836b87d829fa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7b1e209131cea287d3.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### Strap

Hosp0 Accuracy: 87.78. Result ID: 6a06ddc047f34ce924ee9c2a.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a87fdbc836b87d829fa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7b1e209131cea287d3.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### FedAvg

Hosp0 Accuracy: 87.37. Result ID: 6a06ddc047f34ce924ee9c26.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a87fdbc836b87d829fa8.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### FedProx

Hosp0 Accuracy: 86.29. Result ID: 6a06ddc047f34ce924ee9c27.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a87fdbc836b87d829fa8.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### FedAvg

Hosp0 Accuracy: 78.96. Result ID: 6a06ddc047f34ce924ee9c2c.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a87fdbc836b87d829fa8.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

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