# Image Classification on ImageNet (val) (Acc@1)

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

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

Data updated: 2026-02-26T06:06:59.043Z

Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting only Top-1 Accuracy (Acc@1).

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 | Object Classification |
| Dataset (including any stated split) | ImageNet (val) |
| Metric | Top-1 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

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

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GroupViT | 69.8 | Not recorded | 68fa6cfc1e209131cea371f1 |
| ViT | 69.2 | Not recorded | 68fa6cfc1e209131cea371f1 |
| GroupViT | 42.9 | Not recorded | 68fa6cfc1e209131cea371f1 |
| ViT | 42.4 | Not recorded | 68fa6cfc1e209131cea371f1 |

### GroupViT

Top-1 Accuracy: 69.8. Result ID: 698f764d3a6c314849f8c442.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

[Implementation](<https://github.com/NVlabs/GroupViT>)

Recorded evaluation configuration: {"Evaluation Protocol":"linear probing","Supervision":"text-only"}. This record does not assert independent reproduction.

### ViT

Top-1 Accuracy: 69.2. Result ID: 698f764d3a6c314849f8c440.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"linear probing","Supervision":"text-only"}. This record does not assert independent reproduction.

### GroupViT

Top-1 Accuracy: 42.9. Result ID: 698f764d3a6c314849f8c441.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

[Implementation](<https://github.com/NVlabs/GroupViT>)

Recorded evaluation configuration: {"Evaluation Protocol":"zero-shot","Supervision":"text-only"}. This record does not assert independent reproduction.

### ViT

Top-1 Accuracy: 42.4. Result ID: 698f764d3a6c314849f8c43f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"zero-shot","Supervision":"text-only"}. This record does not assert independent reproduction.

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