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

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

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

Data updated: 2026-02-26T05:30:05.648Z

Evaluation of few-shot classification performance on the target split of the ImageNet-A 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-A (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-a-target.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| AAPE | 51.62 | Not recorded | 68fa75731e209131cea68013 |
| MaPLe | 50.9 | Not recorded | 68fa75731e209131cea68013 |
| PromptSRC | 50.9 | Not recorded | 68fa75731e209131cea68013 |
| LASP | 50.7 | Not recorded | 68fa75731e209131cea68013 |
| KgCoOp | 50.69 | Not recorded | 68fa75731e209131cea68013 |
| UPT | 50.66 | Not recorded | 68fa75731e209131cea68013 |
| CoCoOp | 50.63 | Not recorded | 68fa75731e209131cea68013 |
| CLIPood | 50.4 | Not recorded | 68fa75731e209131cea68013 |
| TaskRes | 50.37 | Not recorded | 68fa75731e209131cea68013 |
| RPO | 50.13 | Not recorded | 68fa75731e209131cea68013 |
| CoOp | 49.71 | Not recorded | 68fa75731e209131cea68013 |
| ProGrad | 49.39 | Not recorded | 68fa75731e209131cea68013 |
| CuPL | 48.63 | Not recorded | 68fa75731e209131cea68013 |
| CLIP | 47.77 | Not recorded | 68fa75731e209131cea68013 |

### AAPE

Accuracy: 51.62. Result ID: 6993c0063a6c314849184446.

[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.

### MaPLe

Accuracy: 50.9. Result ID: 6993c0063a6c31484918443a.

[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.

### PromptSRC

Accuracy: 50.9. Result ID: 6993c0063a6c31484918443c.

[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.

### LASP

Accuracy: 50.7. Result ID: 6993c0063a6c314849184442.

[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.

### KgCoOp

Accuracy: 50.69. Result ID: 6993c0063a6c314849184443.

[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.

### UPT

Accuracy: 50.66. Result ID: 6993c0063a6c314849184440.

[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: 50.63. Result ID: 6993c0063a6c31484918443b.

[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.

### CLIPood

Accuracy: 50.4. Result ID: 6993c0063a6c31484918443e.

[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.

### TaskRes

Accuracy: 50.37. Result ID: 6993c0063a6c314849184441.

[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.

### RPO

Accuracy: 50.13. Result ID: 6993c0063a6c31484918443f.

[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.

### CoOp

Accuracy: 49.71. Result ID: 6993c0063a6c31484918443d.

[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.

### ProGrad

Accuracy: 49.39. Result ID: 6993c0063a6c314849184444.

[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.

### CuPL

Accuracy: 48.63. Result ID: 6993c0063a6c314849184445.

[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.

### CLIP

Accuracy: 47.77. Result ID: 6993c0063a6c314849184439.

[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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