# Image Classification on ImageNet-1K (val) (Accuracy and FLOPs Saving)

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

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

Data updated: 2026-05-27T08:10:31.024Z

Evaluation of Image Classification performance on the validation split of ImageNet-1K, reporting Top-1 accuracy alongside efficiency metrics such as FLOPs Saving percentage and accuracy delta.

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 (val) |
| Metric | FLOPs Saving (%) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [FLOPs Saving (%)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-val-accuracy-and-flops-saving.md?metric=FLOPs%20Saving%20(%25)>): Higher is better; unit: PERCENT.

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

- [Accuracy Delta (%p)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-val-accuracy-and-flops-saving.md?metric=Accuracy%20Delta%20(%25p)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FLOPs Saving (%) | Result date | Report paper |
| --- | --- | --- | --- |
| AdaViT | 13.5 | Not recorded | 6a167aabdbd7150506f800ab |
| LRA-EE | 13.38 | Not recorded | 6a167aabdbd7150506f800ab |
| PABEE | 3.64 | Not recorded | 6a167aabdbd7150506f800ab |
| Baseline (INT8 full-depth) | 0 | Not recorded | 6a167aabdbd7150506f800ab |
| CLS-EE | 0 | Not recorded | 6a167aabdbd7150506f800ab |

### AdaViT

FLOPs Saving (%): 13.5. Result ID: 6a16a660fbc373592c0fa84a.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aabdbd7150506f800ab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b4e1e209131cea2d76f.md>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/32","Precision":"INT8","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### LRA-EE

FLOPs Saving (%): 13.38. Result ID: 6a16a660fbc373592c0fa84b.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aabdbd7150506f800ab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167aabdbd7150506f800ab.md>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/32","Precision":"INT8","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### PABEE

FLOPs Saving (%): 3.64. Result ID: 6a16a660fbc373592c0fa849.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aabdbd7150506f800ab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68891e209131cea1cc2f.md>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/32","Precision":"INT8","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### Baseline (INT8 full-depth)

FLOPs Saving (%): 0. Result ID: 6a16a660fbc373592c0fa847.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aabdbd7150506f800ab.md>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/32","Precision":"INT8","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### CLS-EE

FLOPs Saving (%): 0. Result ID: 6a16a660fbc373592c0fa848.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aabdbd7150506f800ab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa639d1e209131ce9ffa8e.md>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/32","Precision":"INT8","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

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