# Image Classification on ImageNet (test) (Standard Error Rate)

Source: [Image Classification on ImageNet (test) (Standard Error Rate)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-test-standard-error-rate>)

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

Data updated: 2026-06-05T07:20:44.014Z

Evaluation of standard Image Classification performance on the ImageNet test set, reporting the general test error rate.

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) | ImageNet (test) |
| Metric | Test Error Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [Test Error Rate](<https://www.sota2.com/research/sota/image-classification-on-imagenet-test-standard-error-rate.md?metric=Test%20Error%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Test Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| hbfp12\_16 | 23.58 | Not recorded | 68fa55601e209131ce993ac7 |
| fp32 | 23.64 | Not recorded | 68fa55601e209131ce993ac7 |
| hbfp8\_16 | 23.88 | Not recorded | 68fa55601e209131ce993ac7 |

### hbfp12\_16

Test Error Rate: 23.58. Result ID: 6a2277b1fbc373592c1ff964.

[Reporting paper](<https://www.sota2.com/research/paper/68fa55601e209131ce993ac7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa55601e209131ce993ac7.md>)

Recorded evaluation configuration: {"Backbone":"RN-50","Mantissa bits":"12","Weight storage bits":"16"}. This record does not assert independent reproduction.

### fp32

Test Error Rate: 23.64. Result ID: 6a2277b1fbc373592c1ff962.

[Reporting paper](<https://www.sota2.com/research/paper/68fa55601e209131ce993ac7.md>)

Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction.

### hbfp8\_16

Test Error Rate: 23.88. Result ID: 6a2277b1fbc373592c1ff963.

[Reporting paper](<https://www.sota2.com/research/paper/68fa55601e209131ce993ac7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa55601e209131ce993ac7.md>)

Recorded evaluation configuration: {"Backbone":"RN-50","Mantissa bits":"8","Weight storage bits":"16"}. This record does not assert independent reproduction.

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