# Few-shot Image Classification on ImageNet

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

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

Data updated: 2026-02-26T05:28:47.191Z

Evaluation of few-shot image classification performance on the standard ImageNet 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 Image Classification |
| Dataset (including any stated split) | ImageNet |
| 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/few-shot-image-classification-on-imagenet.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CoCoOp | 70.55 | Not recorded | 68fa6ee91e209131cea42d7a |
| ProGrad | 70.21 | Not recorded | 68fa6ee91e209131cea42d7a |
| KgCoOp | 70.19 | Not recorded | 68fa6ee91e209131cea42d7a |
| CoOp | 69.38 | Not recorded | 68fa6ee91e209131cea42d7a |

### CoCoOp

Accuracy: 70.55. Result ID: 69906f7a3a6c314849008783.

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

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

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

Recorded evaluation configuration: {"Shots":4,"Prompt type":"vp+tp"}. This record does not assert independent reproduction.

### ProGrad

Accuracy: 70.21. Result ID: 69906f7a3a6c314849008784.

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

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

Recorded evaluation configuration: {"Shots":4,"Prompt type":"tp"}. This record does not assert independent reproduction.

### KgCoOp

Accuracy: 70.19. Result ID: 69906f7a3a6c314849008785.

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

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

Recorded evaluation configuration: {"Shots":4,"Prompt type":"tp"}. This record does not assert independent reproduction.

### CoOp

Accuracy: 69.38. Result ID: 69906f7a3a6c314849008782.

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

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

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

Recorded evaluation configuration: {"Shots":4,"Prompt type":"tp"}. This record does not assert independent reproduction.

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