# Image Classification on ImageNet-Adversarial Full set

Source: [Image Classification on ImageNet-Adversarial Full set](<https://www.sota2.com/research/sota/image-classification-on-imagenet-adversarial-full-set>)

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

Data updated: 2026-02-26T06:07:00.756Z

Evaluation of Image Classification performance on the full ImageNet-Adversarial dataset, measured using 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-Adversarial Full set |
| 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-adversarial-full-set.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Hierarchy-CLIP | 29.23 | Not recorded | 68fa6f7b1e209131cea45de4 |
| CLIP | 26.12 | Not recorded | 68fa6f7b1e209131cea45de4 |
| Hierarchy-LiT | 14.56 | Not recorded | 68fa6f7b1e209131cea45de4 |
| LiT | 13.93 | Not recorded | 68fa6f7b1e209131cea45de4 |

### Hierarchy-CLIP

Top-1 Accuracy: 29.23. Result ID: 6990d7c13a6c31484903b54b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7b1e209131cea45de4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7b1e209131cea45de4.md>)

[Implementation](<https://github.com/gyhandy/Hierarchy-CLIP>)

Recorded evaluation configuration: {"Model":"CLIP","Backbone":"ViT-B/16","Hierarchy Strategy":"w/ hierarchy","Zero-shot":"true"}. This record does not assert independent reproduction.

### CLIP

Top-1 Accuracy: 26.12. Result ID: 6990d7c13a6c31484903b54a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7b1e209131cea45de4.md>)

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

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

Recorded evaluation configuration: {"Model":"CLIP","Backbone":"ViT-B/16","Hierarchy Strategy":"None","Zero-shot":"true"}. This record does not assert independent reproduction.

### Hierarchy-LiT

Top-1 Accuracy: 14.56. Result ID: 6990d7c13a6c31484903b54d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7b1e209131cea45de4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7b1e209131cea45de4.md>)

[Implementation](<https://github.com/gyhandy/Hierarchy-CLIP>)

Recorded evaluation configuration: {"Model":"LiT","Backbone":"ViT-B/32","Hierarchy Strategy":"w/ hierarchy","Zero-shot":"true"}. This record does not assert independent reproduction.

### LiT

Top-1 Accuracy: 13.93. Result ID: 6990d7c13a6c31484903b54c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7b1e209131cea45de4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd31e209131cea36025.md>)

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

Recorded evaluation configuration: {"Model":"LiT","Backbone":"ViT-B/32","Hierarchy Strategy":"None","Zero-shot":"true"}. This record does not assert independent reproduction.

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