# Few-shot classification on ImageNet-R (target)

Source: [Few-shot classification on ImageNet-R (target)](<https://www.sota2.com/research/sota/few-shot-classification-on-imagenet-r-target>)

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

Data updated: 2026-02-26T05:30:05.665Z

Evaluation of few-shot classification performance on the target split of the ImageNet-R dataset, measured using 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 | Few-shot classification |
| Dataset (including any stated split) | ImageNet-R (target) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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/few-shot-classification-on-imagenet-r-target.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PromptSRC | 0.778 | Not recorded | 68fa75731e209131cea68013 |
| TaskRes | 0.777 | Not recorded | 68fa75731e209131cea68013 |
| AAPE | 0.7752 | Not recorded | 68fa75731e209131cea68013 |
| CLIPood | 0.772 | Not recorded | 68fa75731e209131cea68013 |
| LASP | 0.7707 | Not recorded | 68fa75731e209131cea68013 |
| MaPLe | 0.7698 | Not recorded | 68fa75731e209131cea68013 |
| KgCoOp | 0.767 | Not recorded | 68fa75731e209131cea68013 |
| RPO | 0.7657 | Not recorded | 68fa75731e209131cea68013 |
| UPT | 0.7624 | Not recorded | 68fa75731e209131cea68013 |
| CoCoOp | 0.7618 | Not recorded | 68fa75731e209131cea68013 |
| CoOp | 0.7521 | Not recorded | 68fa75731e209131cea68013 |
| CuPL | 0.7511 | Not recorded | 68fa75731e209131cea68013 |
| ProGrad | 0.7458 | Not recorded | 68fa75731e209131cea68013 |
| CLIP | 0.7396 | Not recorded | 68fa75731e209131cea68013 |

### PromptSRC

Accuracy: 0.778. Result ID: 6993c0063a6c31484918444a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705e1e209131cea4aa58.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot","Prompt Learning Category":"Prompt learning w/o language priors"}. This record does not assert independent reproduction.

### TaskRes

Accuracy: 0.777. Result ID: 6993c0063a6c31484918444f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42ac8.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot","Prompt Learning Category":"Prompt learning w/o language priors"}. This record does not assert independent reproduction.

### AAPE

Accuracy: 0.7752. Result ID: 6993c0063a6c314849184454.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot","Prompt Learning Category":"LLM-based prompts"}. This record does not assert independent reproduction.

### CLIPood

Accuracy: 0.772. Result ID: 6993c0063a6c31484918444c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa700b1e209131cea48d1f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot","Prompt Learning Category":"Prompt learning w/o language priors"}. This record does not assert independent reproduction.

### LASP

Accuracy: 0.7707. Result ID: 6993c0063a6c314849184450.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef11e209131cea43118.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot","Prompt Learning Category":"Basic prompts"}. This record does not assert independent reproduction.

### MaPLe

Accuracy: 0.7698. Result ID: 6993c0063a6c314849184448.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef21e209131cea4311c.md>)

[Implementation](<https://github.com/muzairkhattak/multimodal-prompt-learning>)

Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot","Prompt Learning Category":"Prompt learning w/o language priors"}. This record does not assert independent reproduction.

### KgCoOp

Accuracy: 0.767. Result ID: 6993c0063a6c314849184451.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee91e209131cea42d7a.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot","Prompt Learning Category":"Basic prompts"}. This record does not assert independent reproduction.

### RPO

Accuracy: 0.7657. Result ID: 6993c0063a6c31484918444d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f558.md>)

[Implementation](<https://github.com/mlvlab/RPO>)

Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot","Prompt Learning Category":"Prompt learning w/o language priors"}. This record does not assert independent reproduction.

### UPT

Accuracy: 0.7624. Result ID: 6993c0063a6c31484918444e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da11e209131cea3afe2.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot","Prompt Learning Category":"Prompt learning w/o language priors"}. This record does not assert independent reproduction.

### CoCoOp

Accuracy: 0.7618. Result ID: 6993c0063a6c314849184449.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a831.md>)

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

Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot","Prompt Learning Category":"Prompt learning w/o language priors"}. This record does not assert independent reproduction.

### CoOp

Accuracy: 0.7521. Result ID: 6993c0063a6c31484918444b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot","Prompt Learning Category":"Prompt learning w/o language priors"}. This record does not assert independent reproduction.

### CuPL

Accuracy: 0.7511. Result ID: 6993c0063a6c314849184453.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71551e209131cea508eb.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Prompt Learning Category":"LLM-based prompts"}. This record does not assert independent reproduction.

### ProGrad

Accuracy: 0.7458. Result ID: 6993c0063a6c314849184452.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a981e209131cea841f7.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot","Prompt Learning Category":"Basic prompts"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 0.7396. Result ID: 6993c0063a6c314849184447.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75731e209131cea68013.md>)

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Prompt Learning Category":"Zero-shot"}. This record does not assert independent reproduction.

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