# Few-shot Image Classification on Veg200

Source: [Few-shot Image Classification on Veg200](<https://www.sota2.com/research/sota/few-shot-image-classification-on-veg200>)

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

Data updated: 2026-07-08T10:17:16.238Z

Evaluation of Few-shot Image Classification performance on the Veg200 dataset, reporting 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) | Veg200 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-veg200.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SCPT | 78.72 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| TCP | 77.2 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| ATPrompt | 67.4 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| CoOp | 61.21 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| KgCoOp | 53.53 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| CoCoOp | 50.36 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| CLIP | 35.9 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| ProText | 34.38 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |

### SCPT

Accuracy: 78.72. Result ID: 6a4e239a60b88bb339d8fa08.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction.

### TCP

Accuracy: 77.2. Result ID: 6a4e239a60b88bb339d8fa05.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e22.md>)

Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction.

### ATPrompt

Accuracy: 67.4. Result ID: 6a4e239a60b88bb339d8fa07.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a1b1e209131cea8135d.md>)

Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction.

### CoOp

Accuracy: 61.21. Result ID: 6a4e239a60b88bb339d8fa02.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

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

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

Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction.

### KgCoOp

Accuracy: 53.53. Result ID: 6a4e239a60b88bb339d8fa04.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

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

Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction.

### CoCoOp

Accuracy: 50.36. Result ID: 6a4e239a60b88bb339d8fa03.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

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

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

Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 35.9. Result ID: 6a4e239a60b88bb339d8fa01.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

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

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

Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction.

### ProText

Accuracy: 34.38. Result ID: 6a4e239a60b88bb339d8fa06.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71bc1e209131cea52d9b.md>)

Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction.

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