# Few-shot Image Classification on OxfordPets

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

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

Data updated: 2026-07-08T10:17:16.493Z

Evaluation of Few-shot Image Classification performance on the OxfordPets 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) | OxfordPets |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-oxfordpets.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CoCoOp | 93.89 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| SCPT | 93.38 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| ATPrompt | 93.32 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| ProGrad | 93.21 | Not recorded | 68fa6ee91e209131cea42d7a |
| KgCoOp | 93.2 | Not recorded | 68fa6ee91e209131cea42d7a |
| CoOp | 93.16 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| CoCoOp | 93.01 | Not recorded | 68fa6ee91e209131cea42d7a |
| TCP | 92.99 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| KgCoOp | 92.96 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| ProText | 92.72 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| CoOp | 91.3 | Not recorded | 68fa6ee91e209131cea42d7a |
| CLIP | 89.1 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |

### CoCoOp

Accuracy: 93.89. Result ID: 6a4e239a60b88bb339d8f9a3.

[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.

### SCPT

Accuracy: 93.38. Result ID: 6a4e239a60b88bb339d8f9a8.

[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.

### ATPrompt

Accuracy: 93.32. Result ID: 6a4e239a60b88bb339d8f9a7.

[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.

### ProGrad

Accuracy: 93.21. Result ID: 69906f7a3a6c31484900878c.

[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: 93.2. Result ID: 69906f7a3a6c31484900878d.

[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: 93.16. Result ID: 6a4e239a60b88bb339d8f9a2.

[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.

### CoCoOp

Accuracy: 93.01. Result ID: 69906f7a3a6c31484900878b.

[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.

### TCP

Accuracy: 92.99. Result ID: 6a4e239a60b88bb339d8f9a5.

[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.

### KgCoOp

Accuracy: 92.96. Result ID: 6a4e239a60b88bb339d8f9a4.

[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.

### ProText

Accuracy: 92.72. Result ID: 6a4e239a60b88bb339d8f9a6.

[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.

### CoOp

Accuracy: 91.3. Result ID: 69906f7a3a6c31484900878a.

[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.

### CLIP

Accuracy: 89.1. Result ID: 6a4e239a60b88bb339d8f9a1.

[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.

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