# Zero-Shot Classification on ImageNet-R

Source: [Zero-Shot Classification on ImageNet-R](<https://www.sota2.com/research/sota/zero-shot-classification-on-imagenet-r>)

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

Data updated: 2026-03-16T09:29:19.510Z

Evaluation of Zero-Shot Classification performance on the ImageNet-R dataset, typically measured by 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 | Zero-Shot Classification |
| Dataset (including any stated split) | ImageNet-R |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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/zero-shot-classification-on-imagenet-r.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Benign | 27.25 | Not recorded | 68fa7ba31e209131cea89863 |
| Baseline | 6.75 | Not recorded | 68fa7ba31e209131cea89863 |
| SCGA | 4.75 | Not recorded | 68fa7ba31e209131cea89863 |

### Benign

Accuracy: 27.25. Result ID: 69b7cc9947f34ce9249fc7cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89863.md>)

Recorded evaluation configuration: {"Model":"GPT-4o-mini"}. This record does not assert independent reproduction.

### Baseline

Accuracy: 6.75. Result ID: 69b7cc9947f34ce9249fc7ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89863.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bff1e209131cea31886.md>)

Recorded evaluation configuration: {"Model":"GPT-4o-mini"}. This record does not assert independent reproduction.

### SCGA

Accuracy: 4.75. Result ID: 69b7cc9947f34ce9249fc7cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89863.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89863.md>)

Recorded evaluation configuration: {"Model":"GPT-4o-mini"}. This record does not assert independent reproduction.

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