# Few-shot classification on ImageNet V2 (target)

Source: [Few-shot classification on ImageNet V2 (target)](<https://www.sota2.com/research/sota/few-shot-classification-on-imagenet-v2-target>)

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

Data updated: 2026-02-26T05:30:05.607Z

Evaluation of few-shot classification performance on the target split of the ImageNet V2 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 V2 (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-v2-target.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| AAPE | 65.97 | Not recorded | 68fa75731e209131cea68013 |
| TaskRes | 65.3 | Not recorded | 68fa75731e209131cea68013 |
| RPO | 65.13 | Not recorded | 68fa75731e209131cea68013 |
| CLIPood | 64.9 | Not recorded | 68fa75731e209131cea68013 |
| ProGrad | 64.73 | Not recorded | 68fa75731e209131cea68013 |
| PromptSRC | 64.35 | Not recorded | 68fa75731e209131cea68013 |
| UPT | 64.35 | Not recorded | 68fa75731e209131cea68013 |
| CoOp | 64.2 | Not recorded | 68fa75731e209131cea68013 |
| KgCoOp | 64.1 | Not recorded | 68fa75731e209131cea68013 |
| MaPLe | 64.07 | Not recorded | 68fa75731e209131cea68013 |
| CoCoOp | 64.07 | Not recorded | 68fa75731e209131cea68013 |
| LASP | 63.96 | Not recorded | 68fa75731e209131cea68013 |
| CuPL | 63.14 | Not recorded | 68fa75731e209131cea68013 |
| CLIP | 60.83 | Not recorded | 68fa75731e209131cea68013 |

### AAPE

Accuracy: 65.97. Result ID: 6993c0063a6c31484918442a.

[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.

### TaskRes

Accuracy: 65.3. Result ID: 6993c0063a6c314849184425.

[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: 65.13. Result ID: 6993c0063a6c314849184423.

[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.

### CLIPood

Accuracy: 64.9. Result ID: 6993c0063a6c314849184422.

[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.

### ProGrad

Accuracy: 64.73. Result ID: 6993c0063a6c314849184428.

[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.

### PromptSRC

Accuracy: 64.35. Result ID: 6993c0063a6c314849184420.

[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.

### UPT

Accuracy: 64.35. Result ID: 6993c0063a6c314849184424.

[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.

### CoOp

Accuracy: 64.2. Result ID: 6993c0063a6c314849184421.

[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.

### KgCoOp

Accuracy: 64.1. Result ID: 6993c0063a6c314849184427.

[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.

### MaPLe

Accuracy: 64.07. Result ID: 6993c0063a6c31484918441e.

[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.

### CoCoOp

Accuracy: 64.07. Result ID: 6993c0063a6c31484918441f.

[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.

### LASP

Accuracy: 63.96. Result ID: 6993c0063a6c314849184426.

[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.

### CuPL

Accuracy: 63.14. Result ID: 6993c0063a6c314849184429.

[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: 60.83. Result ID: 6993c0063a6c31484918441d.

[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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