# Image Classification on SUN397 (NID10.5)

Source: [Image Classification on SUN397 (NID10.5)](<https://www.sota2.com/research/sota/image-classification-on-sun397-nid10-5>)

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

Data updated: 2026-05-14T09:35:54.710Z

Evaluation of Image Classification performance on the SUN397 dataset using the NID10.5 configuration, reporting Accuracy.

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) | SUN397 (NID10.5) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-sun397-nid10-5.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FedHPro | 75.22 | Not recorded | 6a05574edbc836b87d828fae |
| FedRCL | 73.26 | Not recorded | 6a05574edbc836b87d828fae |
| FedSA† | 72.18 | Not recorded | 6a05574edbc836b87d828fae |
| FedAvg | 70.61 | Not recorded | 6a05574edbc836b87d828fae |
| FedSA | 65.3 | Not recorded | 6a05574edbc836b87d828fae |

### FedHPro

Accuracy: 75.22. Result ID: 6a05960647f34ce924ecec3a.

[Reporting paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

Recorded evaluation configuration: {"number of clients (K)":"100","active ratio":"20%"}. This record does not assert independent reproduction.

### FedRCL

Accuracy: 73.26. Result ID: 6a05960647f34ce924ecec37.

[Reporting paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73611e209131cea5c107.md>)

Recorded evaluation configuration: {"number of clients (K)":"100","active ratio":"20%"}. This record does not assert independent reproduction.

### FedSA†

Accuracy: 72.18. Result ID: 6a05960647f34ce924ecec39.

[Reporting paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78751e209131cea786d2.md>)

Recorded evaluation configuration: {"number of clients (K)":"100","active ratio":"20%"}. This record does not assert independent reproduction.

### FedAvg

Accuracy: 70.61. Result ID: 6a05960647f34ce924ecec36.

[Reporting paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

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

Recorded evaluation configuration: {"number of clients (K)":"100","active ratio":"20%"}. This record does not assert independent reproduction.

### FedSA

Accuracy: 65.3. Result ID: 6a05960647f34ce924ecec38.

[Reporting paper](<https://www.sota2.com/research/paper/6a05574edbc836b87d828fae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78751e209131cea786d2.md>)

Recorded evaluation configuration: {"number of clients (K)":"100","active ratio":"20%"}. This record does not assert independent reproduction.

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