# Image Classification on ImageNet-1K (Acc, Power)

Source: [Image Classification on ImageNet-1K (Acc, Power)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-acc-power>)

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

Data updated: 2026-05-12T07:30:47.831Z

Evaluation of Image Classification performance on the ImageNet-1K dataset, reporting classification accuracy and energy consumption (Power).

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 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-acc-power.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Power (mJ)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-acc-power.md?metric=Power%20(mJ)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SpectFormer-S | 81.7 | Not recorded | 6a02b3f3dbc836b87d824564 |
| CrossFormer++-T | 81.5 | Not recorded | 6a02b3f3dbc836b87d824564 |
| SAFformer | 80.44 | Not recorded | 6a02b3f3dbc836b87d824564 |

### SpectFormer-S

Accuracy: 81.7. Result ID: 6a02d71b47f34ce924e54835.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b3f3dbc836b87d824564.md>)

Recorded evaluation configuration: {"Param(M)":"32.56"}. This record does not assert independent reproduction.

### CrossFormer++-T

Accuracy: 81.5. Result ID: 6a02d71b47f34ce924e54834.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b3f3dbc836b87d824564.md>)

Recorded evaluation configuration: {"Param(M)":"27.80"}. This record does not assert independent reproduction.

### SAFformer

Accuracy: 80.44. Result ID: 6a02d71b47f34ce924e54836.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b3f3dbc836b87d824564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b3f3dbc836b87d824564.md>)

Recorded evaluation configuration: {"Param(M)":"26.58"}. This record does not assert independent reproduction.

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