# Image Classification on ImageNet (Error Rate)

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

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

Data updated: 2026-04-14T10:20:24.693Z

Evaluation of Image Classification performance on the standard ImageNet dataset, reporting a generic Error metric.

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 |
| Metric | 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

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

## Recorded results

| Method | Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Hue-3\* | 30.28 | Not recorded | 68fa77b01e209131cea74bc6 |
| ResNet18 | 30.66 | Not recorded | 68fa77b01e209131cea74bc6 |
| CEConv-3 | 30.71 | Not recorded | 68fa77b01e209131cea74bc6 |

### Hue-3\*

Error Rate: 30.28. Result ID: 69de14e147f34ce924c61e5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bc6.md>)

Recorded evaluation configuration: {"Params":"11.4M"}. This record does not assert independent reproduction.

### ResNet18

Error Rate: 30.66. Result ID: 69de14e147f34ce924c61e5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Params":"11.7M"}. This record does not assert independent reproduction.

### CEConv-3

Error Rate: 30.71. Result ID: 69de14e147f34ce924c61e60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71061e209131cea4ea46.md>)

[Implementation](<https://github.com/Attila94/CEConv>)

Recorded evaluation configuration: {"Params":"11.4M"}. This record does not assert independent reproduction.

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