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

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

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

Data updated: 2026-02-26T05:30:05.627Z

Evaluation of Few-shot classification performance on the target split of the ImageNet-Sketch 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 | Few-shot classification |
| Dataset (including any stated split) | ImageNet-Sketch (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-sketch-target.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| AAPE | 50.12 | Not recorded | 68fa75731e209131cea68013 |
| PromptSRC | 49.55 | Not recorded | 68fa75731e209131cea68013 |
| CLIPood | 49.3 | Not recorded | 68fa75731e209131cea68013 |
| RPO | 49.27 | Not recorded | 68fa75731e209131cea68013 |
| MaPLe | 49.15 | Not recorded | 68fa75731e209131cea68013 |
| TaskRes | 49.13 | Not recorded | 68fa75731e209131cea68013 |
| LASP | 49.01 | Not recorded | 68fa75731e209131cea68013 |
| KgCoOp | 48.97 | Not recorded | 68fa75731e209131cea68013 |
| CoCoOp | 48.75 | Not recorded | 68fa75731e209131cea68013 |
| UPT | 48.66 | Not recorded | 68fa75731e209131cea68013 |
| CoOp | 47.99 | Not recorded | 68fa75731e209131cea68013 |
| CuPL | 47.85 | Not recorded | 68fa75731e209131cea68013 |
| ProGrad | 47.61 | Not recorded | 68fa75731e209131cea68013 |
| CLIP | 46.15 | Not recorded | 68fa75731e209131cea68013 |

### AAPE

Accuracy: 50.12. Result ID: 6993c0063a6c314849184438.

[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.

### PromptSRC

Accuracy: 49.55. Result ID: 6993c0063a6c31484918442e.

[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.

### CLIPood

Accuracy: 49.3. Result ID: 6993c0063a6c314849184430.

[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.

### RPO

Accuracy: 49.27. Result ID: 6993c0063a6c314849184431.

[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.

### MaPLe

Accuracy: 49.15. Result ID: 6993c0063a6c31484918442c.

[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.

### TaskRes

Accuracy: 49.13. Result ID: 6993c0063a6c314849184433.

[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.

### LASP

Accuracy: 49.01. Result ID: 6993c0063a6c314849184434.

[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: 48.97. Result ID: 6993c0063a6c314849184435.

[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.

### CoCoOp

Accuracy: 48.75. Result ID: 6993c0063a6c31484918442d.

[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.

### UPT

Accuracy: 48.66. Result ID: 6993c0063a6c314849184432.

[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: 47.99. Result ID: 6993c0063a6c31484918442f.

[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: 47.85. Result ID: 6993c0063a6c314849184437.

[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: 47.61. Result ID: 6993c0063a6c314849184436.

[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: 46.15. Result ID: 6993c0063a6c31484918442b.

[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.

Page 1 of 1. This is an index page, not the full collection.