# Few-shot Image Classification on Fruit92

Source: [Few-shot Image Classification on Fruit92](<https://www.sota2.com/research/sota/few-shot-image-classification-on-fruit92>)

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

Data updated: 2026-07-08T10:17:16.097Z

Evaluation of Few-shot Image Classification performance on the Fruit92 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) | Fruit92 |
| 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-fruit92.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SCPT | 81.27 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| TCP | 80.43 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| ATPrompt | 76.75 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| CoOp | 72.39 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| KgCoOp | 67.21 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| CoCoOp | 63.7 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| ProText | 47.76 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| CLIP | 41.9 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |

### SCPT

Accuracy: 81.27. Result ID: 6a4e239a60b88bb339d8f9d0.

[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: 80.43. Result ID: 6a4e239a60b88bb339d8f9cd.

[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: 76.75. Result ID: 6a4e239a60b88bb339d8f9cf.

[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: 72.39. Result ID: 6a4e239a60b88bb339d8f9ca.

[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: 67.21. Result ID: 6a4e239a60b88bb339d8f9cc.

[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: 63.7. Result ID: 6a4e239a60b88bb339d8f9cb.

[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.

### ProText

Accuracy: 47.76. Result ID: 6a4e239a60b88bb339d8f9ce.

[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.

### CLIP

Accuracy: 41.9. Result ID: 6a4e239a60b88bb339d8f9c9.

[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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