# Few-shot Image Classification on Plant Disease

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

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

Data updated: 2026-02-26T05:29:19.528Z

Evaluation of Few-shot Image Classification performance on the Plant Disease dataset.

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) | Plant Disease |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-plant-disease.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FD-Align | 91.84 | Not recorded | 68fa713f1e209131cea50158 |
| WiSE-FT | 91.78 | Not recorded | 68fa713f1e209131cea50158 |
| CLIP | 89.5 | Not recorded | 68fa713f1e209131cea50158 |
| WiSE-FT | 75.66 | Not recorded | 68fa713f1e209131cea50158 |
| FD-Align | 75.13 | Not recorded | 68fa713f1e209131cea50158 |
| CLIP | 70.64 | Not recorded | 68fa713f1e209131cea50158 |

### FD-Align

Accuracy: 91.84. Result ID: 6991c0023a6c3148490a5293.

[Reporting paper](<https://www.sota2.com/research/paper/68fa713f1e209131cea50158.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa713f1e209131cea50158.md>)

[Implementation](<https://github.com/skingorz/FD-Align>)

Recorded evaluation configuration: {"Number of ways":"5","Number of shots":"5"}. This record does not assert independent reproduction.

### WiSE-FT

Accuracy: 91.78. Result ID: 6991c0023a6c3148490a5292.

[Reporting paper](<https://www.sota2.com/research/paper/68fa713f1e209131cea50158.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd31e209131cea3601a.md>)

[Implementation](<https://github.com/mlfoundations/wise-ft>)

Recorded evaluation configuration: {"Number of ways":"5","Number of shots":"5"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 89.5. Result ID: 6991c0023a6c3148490a5291.

[Reporting paper](<https://www.sota2.com/research/paper/68fa713f1e209131cea50158.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b41e209131ce9f58d2.md>)

Recorded evaluation configuration: {"Number of ways":"5","Number of shots":"5"}. This record does not assert independent reproduction.

### WiSE-FT

Accuracy: 75.66. Result ID: 6991c0023a6c3148490a528f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa713f1e209131cea50158.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd31e209131cea3601a.md>)

[Implementation](<https://github.com/mlfoundations/wise-ft>)

Recorded evaluation configuration: {"Number of ways":"5","Number of shots":"1"}. This record does not assert independent reproduction.

### FD-Align

Accuracy: 75.13. Result ID: 6991c0023a6c3148490a5290.

[Reporting paper](<https://www.sota2.com/research/paper/68fa713f1e209131cea50158.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa713f1e209131cea50158.md>)

[Implementation](<https://github.com/skingorz/FD-Align>)

Recorded evaluation configuration: {"Number of ways":"5","Number of shots":"1"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 70.64. Result ID: 6991c0023a6c3148490a528e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa713f1e209131cea50158.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b41e209131ce9f58d2.md>)

Recorded evaluation configuration: {"Number of ways":"5","Number of shots":"1"}. This record does not assert independent reproduction.

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