# Image Classification on Oxford Flowers 102 WRN16 (test)

Source: [Image Classification on Oxford Flowers 102 WRN16 (test)](<https://www.sota2.com/research/sota/image-classification-on-oxford-flowers-102-wrn16-test>)

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

Data updated: 2026-02-26T05:33:20.328Z

Evaluation of Image Classification performance on the specific WRN16 test split of the Oxford Flowers 102 dataset.

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) | Oxford Flowers 102 WRN16 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-oxford-flowers-102-wrn16-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| System-aware Biased Local SGD | 88.04 | Not recorded | 68fa7a951e209131cea840ea |
| BytePS | 86.67 | Not recorded | 68fa7a951e209131cea840ea |
| Synchronous SGD + Data-Parallelism | 85.88 | Not recorded | 68fa7a951e209131cea840ea |
| System-aware Biased Local SGD | 85.29 | Not recorded | 68fa7a951e209131cea840ea |
| Synchronous SGD + Data-Parallelism | 84.75 | Not recorded | 68fa7a951e209131cea840ea |
| DLB | 76.52 | Not recorded | 68fa7a951e209131cea840ea |
| System-aware Biased Local SGD | 73.09 | Not recorded | 68fa7a951e209131cea840ea |
| Balanced Local SGD | 69.51 | Not recorded | 68fa7a951e209131cea840ea |

### System-aware Biased Local SGD

Accuracy: 88.04. Result ID: 699e433d5698665ec400bd40.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a951e209131cea840ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a951e209131cea840ea.md>)

Recorded evaluation configuration: {"Epochs":900,"Comm. per epoch":2,"Wall-clock Time (sec)":3249.34,"Hardware":"2-CPU + 8-GPU","Backbone":"WRN16"}. This record does not assert independent reproduction.

### BytePS

Accuracy: 86.67. Result ID: 699e433d5698665ec400bd3c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a951e209131cea840ea.md>)

Recorded evaluation configuration: {"Epochs":300,"Comm. per epoch":80,"Wall-clock Time (sec)":3091.76,"Hardware":"2-CPU + 8-GPU","Backbone":"WRN16"}. This record does not assert independent reproduction.

### Synchronous SGD + Data-Parallelism

Accuracy: 85.88. Result ID: 699e433d5698665ec400bd3a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a951e209131cea840ea.md>)

Recorded evaluation configuration: {"Epochs":300,"Comm. per epoch":80,"Wall-clock Time (sec)":2866.08,"Hardware":"8-GPU only","Backbone":"WRN16"}. This record does not assert independent reproduction.

### System-aware Biased Local SGD

Accuracy: 85.29. Result ID: 699e433d5698665ec400bd3f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a951e209131cea840ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a951e209131cea840ea.md>)

Recorded evaluation configuration: {"Epochs":600,"Comm. per epoch":2,"Wall-clock Time (sec)":2166.22,"Hardware":"2-CPU + 8-GPU","Backbone":"WRN16"}. This record does not assert independent reproduction.

### Synchronous SGD + Data-Parallelism

Accuracy: 84.75. Result ID: 699e433d5698665ec400bd39.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a951e209131cea840ea.md>)

Recorded evaluation configuration: {"Epochs":300,"Comm. per epoch":64,"Wall-clock Time (sec)":34659.58,"Hardware":"2-CPU + 8-GPU","Backbone":"WRN16"}. This record does not assert independent reproduction.

### DLB

Accuracy: 76.52. Result ID: 699e433d5698665ec400bd3d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a951e209131cea840ea.md>)

Recorded evaluation configuration: {"Epochs":300,"Comm. per epoch":64,"Wall-clock Time (sec)":2292.87,"Hardware":"2-CPU + 8-GPU","Backbone":"WRN16"}. This record does not assert independent reproduction.

### System-aware Biased Local SGD

Accuracy: 73.09. Result ID: 699e433d5698665ec400bd3e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a951e209131cea840ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a951e209131cea840ea.md>)

Recorded evaluation configuration: {"Epochs":300,"Comm. per epoch":2,"Wall-clock Time (sec)":1083.11,"Hardware":"2-CPU + 8-GPU","Backbone":"WRN16"}. This record does not assert independent reproduction.

### Balanced Local SGD

Accuracy: 69.51. Result ID: 699e433d5698665ec400bd3b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a951e209131cea840ea.md>)

Recorded evaluation configuration: {"Epochs":300,"Comm. per epoch":2,"Wall-clock Time (sec)":33497.26,"Hardware":"2-CPU + 8-GPU","Backbone":"WRN16"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.