# Image Classification on ImageNet-1k (Acc@1 and FLOPs)

Source: [Image Classification on ImageNet-1k (Acc@1 and FLOPs)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-acc-at-1-and-flops>)

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

Data updated: 2026-07-07T07:24:41.187Z

Evaluation of Image Classification performance on the ImageNet-1k dataset, reporting Top-1 Accuracy alongside computational efficiency measured in FLOPs.

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 | Top-1 Accuracy |
| 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

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

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

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ViT-Tiny | 75.46 | Not recorded | 6a4c87f485dba69fef8b24a9 |
| Fusion (BALANCED) | 71.51 | Not recorded | 6a4c87f485dba69fef8b24a9 |
| DynamicViT-Tiny | 71.15 | Not recorded | 6a4c87f485dba69fef8b24a9 |
| Fusion (POWER\_SAVE) | 70.27 | Not recorded | 6a4c87f485dba69fef8b24a9 |
| Fusion parallel (interference ref.) | 51.44 | Not recorded | 6a4c87f485dba69fef8b24a9 |

### ViT-Tiny

Top-1 Accuracy: 75.46. Result ID: 6a4ca99b60b88bb339c77a24.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f485dba69fef8b24a9.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ViT-Tiny"}. This record does not assert independent reproduction.

### Fusion (BALANCED)

Top-1 Accuracy: 71.51. Result ID: 6a4ca99b60b88bb339c77a26.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f485dba69fef8b24a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c87f485dba69fef8b24a9.md>)

Recorded evaluation configuration: {"Backbone":"ViT-Tiny","Profile":"BALANCED"}. This record does not assert independent reproduction.

### DynamicViT-Tiny

Top-1 Accuracy: 71.15. Result ID: 6a4ca99b60b88bb339c77a25.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f485dba69fef8b24a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b1b1e209131cea2c45a.md>)

Recorded evaluation configuration: {"Backbone":"ViT-Tiny"}. This record does not assert independent reproduction.

### Fusion (POWER\_SAVE)

Top-1 Accuracy: 70.27. Result ID: 6a4ca99b60b88bb339c77a27.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f485dba69fef8b24a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c87f485dba69fef8b24a9.md>)

Recorded evaluation configuration: {"Backbone":"ViT-Tiny","Profile":"POWER\_SAVE"}. This record does not assert independent reproduction.

### Fusion parallel (interference ref.)

Top-1 Accuracy: 51.44. Result ID: 6a4ca99b60b88bb339c77a28.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f485dba69fef8b24a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c87f485dba69fef8b24a9.md>)

Recorded evaluation configuration: {"Backbone":"ViT-Tiny","Variant":"parallel-composition"}. This record does not assert independent reproduction.

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