# Image Classification on ImageNet-1K (224x224 Input Resolution)

Source: [Image Classification on ImageNet-1K (224x224 Input Resolution)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-224x224-input-resolution>)

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

Data updated: 2026-02-26T06:06:59.840Z

Evaluation of standard Image Classification performance on the ImageNet-1K dataset, specifically using input images resized or cropped to 224x224 pixels.

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-1K @ 224x224 |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [Top-1 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-224x224-input-resolution.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Top-5 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-224x224-input-resolution.md?metric=Top-5%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Heinsen Routing | 86.7 | Not recorded | 68fa6e3d1e209131cea3e94e |

### Heinsen Routing

Top-1 Accuracy: 86.7. Result ID: 6990095d3a6c314849fda69d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e3d1e209131cea3e94e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3d1e209131cea3e94e.md>)

[Implementation](<https://github.com/glassroom/heinsen_routing>)

Recorded evaluation configuration: {"Backbone":"BEiT-large","Transformer Status":"Frozen","Resolution":"224x224","Patch Size":"16x16","Routing Iterations (n\_iters)":2}. This record does not assert independent reproduction.

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