# Image Classification on ImageNet-1K (Accuracy and Latency)

Source: [Image Classification on ImageNet-1K (Accuracy and Latency)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-accuracy-and-latency>)

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

Data updated: 2026-06-30T06:23:41.337Z

Evaluation of Image Classification performance on the ImageNet-1K dataset, reporting standard accuracy metrics alongside inference latency.

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 | 4 of 4 |
| 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-accuracy-and-latency.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CLEAR-MoE | 99.9 | Not recorded | 6a434d75ba73165dbb743880 |
| MoEfication | 99 | Not recorded | 6a434d75ba73165dbb743880 |
| D2DMoE | 99 | Not recorded | 6a434d75ba73165dbb743880 |
| Berisha | 98 | Not recorded | 6a434d75ba73165dbb743880 |

### CLEAR-MoE

Accuracy: 99.9. Result ID: 6a4360d1fbc373592c9280d7.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d75ba73165dbb743880.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434d75ba73165dbb743880.md>)

Recorded evaluation configuration: {"Backbone":"DeiT/ViT","HW":"GTX 960","Structure":"Shared + res."}. This record does not assert independent reproduction.

### MoEfication

Accuracy: 99. Result ID: 6a4360d1fbc373592c9280d4.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d75ba73165dbb743880.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32765.md>)

Recorded evaluation configuration: {"Backbone":"ViT","HW":"N/A","Structure":"Disjoint k-means"}. This record does not assert independent reproduction.

### D2DMoE

Accuracy: 99. Result ID: 6a4360d1fbc373592c9280d5.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d75ba73165dbb743880.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75b61e209131cea69794.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","HW":"A100","Structure":"Dynamic-k disj."}. This record does not assert independent reproduction.

### Berisha

Accuracy: 98. Result ID: 6a4360d1fbc373592c9280d6.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d75ba73165dbb743880.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b91e209131cea7a0be.md>)

Recorded evaluation configuration: {"Backbone":"DeiT-B","HW":"N/A","Structure":"Var.-based disj."}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.