# Image Classification on ImageNet-1K 1.0 (test) (Accuracy and Energy Efficiency)

Source: [Image Classification on ImageNet-1K 1.0 (test) (Accuracy and Energy Efficiency)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-1-0-test-accuracy-and-energy-efficiency>)

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

Data updated: 2026-04-20T07:44:04.762Z

Evaluation of Image Classification performance on the test split of ImageNet-1K version 1.0, reporting standard accuracy alongside energy consumption and efficiency ratio metrics.

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 1.0 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-1-0-test-accuracy-and-energy-efficiency.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Energy (mJ)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-1-0-test-accuracy-and-energy-efficiency.md?metric=Energy%20(mJ)>): Lower is better; unit: OTHER.

- [Efficiency Ratio](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-1-0-test-accuracy-and-energy-efficiency.md?metric=Efficiency%20Ratio>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| QKFormer | 85.7 | Not recorded | 69e5b2d97d0172140ec7dde4 |
| SpikingResformer | 85 | Not recorded | 69e5b2d97d0172140ec7dde4 |
| ViT-B/16 | 84.5 | Not recorded | 69e5b2d97d0172140ec7dde4 |
| Theo. Min. | 84.5 | Not recorded | 69e5b2d97d0172140ec7dde4 |
| Meta-SpikeFormer | 80 | Not recorded | 69e5b2d97d0172140ec7dde4 |
| Spikformer-8-512 | 74.8 | Not recorded | 69e5b2d97d0172140ec7dde4 |

### QKFormer

Accuracy: 85.7. Result ID: 69e5d79a47f34ce924cbb88a.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2d97d0172140ec7dde4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75221e209131cea660c6.md>)

Recorded evaluation configuration: {"Hardware technology":"14nm Loihi-class","Effective dimensions (deff)":"89"}. This record does not assert independent reproduction.

### SpikingResformer

Accuracy: 85. Result ID: 69e5d79a47f34ce924cbb88b.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2d97d0172140ec7dde4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c65.md>)

[Implementation](<https://github.com/xyshi2000/SpikingResformer>)

Recorded evaluation configuration: {"Hardware technology":"14nm Loihi-class","Effective dimensions (deff)":"89"}. This record does not assert independent reproduction.

### ViT-B/16

Accuracy: 84.5. Result ID: 69e5d79a47f34ce924cbb887.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2d97d0172140ec7dde4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Hardware technology":"14nm Loihi-class","Effective dimensions (deff)":"89"}. This record does not assert independent reproduction.

### Theo. Min.

Accuracy: 84.5. Result ID: 69e5d79a47f34ce924cbb88c.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2d97d0172140ec7dde4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2d97d0172140ec7dde4.md>)

Recorded evaluation configuration: {"Hardware technology":"14nm Loihi-class","Effective dimensions (deff)":"89"}. This record does not assert independent reproduction.

### Meta-SpikeFormer

Accuracy: 80. Result ID: 69e5d79a47f34ce924cbb889.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2d97d0172140ec7dde4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d41e209131cea58c55.md>)

Recorded evaluation configuration: {"Hardware technology":"14nm Loihi-class","Effective dimensions (deff)":"89"}. This record does not assert independent reproduction.

### Spikformer-8-512

Accuracy: 74.8. Result ID: 69e5d79a47f34ce924cbb888.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2d97d0172140ec7dde4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfb1e209131cea3d270.md>)

Recorded evaluation configuration: {"Hardware technology":"14nm Loihi-class","Effective dimensions (deff)":"89"}. This record does not assert independent reproduction.

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