# Image Classification on ImageNet-1K (val) (Accuracy Only)

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

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

Data updated: 2026-05-04T09:29:45.182Z

Evaluation of Image Classification performance on the validation split of ImageNet-1K, reporting only Top-1 accuracy.

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 | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-val-accuracy-only.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SigLIP2 | 88.9 | Not recorded | 69f8281dc0f56ed843088b10 |
| SigLIP | 86.7 | Not recorded | 69f8281dc0f56ed843088b10 |
| GenLIP | 85.2 | Not recorded | 69f8281dc0f56ed843088b10 |
| CLIP | 85.1 | Not recorded | 69f8281dc0f56ed843088b10 |
| GenLIP | 84.3 | Not recorded | 69f8281dc0f56ed843088b10 |
| GenLIP | 83.9 | Not recorded | 69f8281dc0f56ed843088b10 |
| GenLIP w/o GA | 76.2 | Not recorded | 69f8281dc0f56ed843088b10 |

### SigLIP2

Top-1 Accuracy: 88.9. Result ID: 69f8670347f34ce924dc74f6.

[Reporting paper](<https://www.sota2.com/research/paper/69f8281dc0f56ed843088b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770a1e209131cea70ad4.md>)

Recorded evaluation configuration: {"Arch":"So/14","Evaluation Protocol":"Attentive probing"}. This record does not assert independent reproduction.

### SigLIP

Top-1 Accuracy: 86.7. Result ID: 69f8670347f34ce924dc74f5.

[Reporting paper](<https://www.sota2.com/research/paper/69f8281dc0f56ed843088b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ae1e209131cea4c7a4.md>)

Recorded evaluation configuration: {"Arch":"So/14","Evaluation Protocol":"Attentive probing"}. This record does not assert independent reproduction.

### GenLIP

Top-1 Accuracy: 85.2. Result ID: 69f8670347f34ce924dc74fa.

[Reporting paper](<https://www.sota2.com/research/paper/69f8281dc0f56ed843088b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f8281dc0f56ed843088b10.md>)

[Implementation](<https://github.com/YanFangCS/GenLIP>)

Recorded evaluation configuration: {"Arch":"g/16","Evaluation Protocol":"Attentive probing"}. This record does not assert independent reproduction.

### CLIP

Top-1 Accuracy: 85.1. Result ID: 69f8670347f34ce924dc74f4.

[Reporting paper](<https://www.sota2.com/research/paper/69f8281dc0f56ed843088b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Arch":"L/14","Evaluation Protocol":"Attentive probing"}. This record does not assert independent reproduction.

### GenLIP

Top-1 Accuracy: 84.3. Result ID: 69f8670347f34ce924dc74f9.

[Reporting paper](<https://www.sota2.com/research/paper/69f8281dc0f56ed843088b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f8281dc0f56ed843088b10.md>)

[Implementation](<https://github.com/YanFangCS/GenLIP>)

Recorded evaluation configuration: {"Arch":"So/16","Evaluation Protocol":"Attentive probing"}. This record does not assert independent reproduction.

### GenLIP

Top-1 Accuracy: 83.9. Result ID: 69f8670347f34ce924dc74f8.

[Reporting paper](<https://www.sota2.com/research/paper/69f8281dc0f56ed843088b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f8281dc0f56ed843088b10.md>)

[Implementation](<https://github.com/YanFangCS/GenLIP>)

Recorded evaluation configuration: {"Arch":"L/16","Evaluation Protocol":"Attentive probing"}. This record does not assert independent reproduction.

### GenLIP w/o GA

Top-1 Accuracy: 76.2. Result ID: 69f8670347f34ce924dc74f7.

[Reporting paper](<https://www.sota2.com/research/paper/69f8281dc0f56ed843088b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f8281dc0f56ed843088b10.md>)

[Implementation](<https://github.com/YanFangCS/GenLIP>)

Recorded evaluation configuration: {"Arch":"So/16","Evaluation Protocol":"Attentive probing"}. This record does not assert independent reproduction.

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