# Image Classification on ImageNet (unseen)

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

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

Data updated: 2026-02-26T05:29:32.721Z

Evaluation of Image Classification performance on the unseen subset of the ImageNet dataset, measured using standard classification metrics like Accuracy (ACC).

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 (unseen) |
| Metric | 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-unseen.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Success Rate](<https://www.sota2.com/research/sota/image-classification-on-imagenet-unseen.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CoCoOp | 70.43 | Not recorded | 68fa729f1e209131cea579a1 |
| BadCLIP | 70.33 | Not recorded | 68fa729f1e209131cea579a1 |
| CLIP | 68.14 | Not recorded | 68fa729f1e209131cea579a1 |
| CoOp | 67.88 | Not recorded | 68fa729f1e209131cea579a1 |

### CoCoOp

Accuracy: 70.43. Result ID: 6992652d3a6c3148490ea60b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a814.md>)

[Implementation](<https://github.com/KaiyangZhou/CoOp>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Shots":16}. This record does not assert independent reproduction.

### BadCLIP

Accuracy: 70.33. Result ID: 6992652d3a6c3148490ea60c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579a1.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Shots":16,"Context length":4,"Maximum noise strength (epsilon)":4}. This record does not assert independent reproduction.

### CLIP

Accuracy: 68.14. Result ID: 6992652d3a6c3148490ea609.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aa51e209131cea296c9.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","mode":"zero-shot"}. This record does not assert independent reproduction.

### CoOp

Accuracy: 67.88. Result ID: 6992652d3a6c3148490ea60a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b6d1e209131cea2e487.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Shots":16}. This record does not assert independent reproduction.

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