# Few-shot Image Classification on PlantVillage Experimental Setup-2

Source: [Few-shot Image Classification on PlantVillage Experimental Setup-2](<https://www.sota2.com/research/sota/few-shot-image-classification-on-plantvillage-experimental-setup-2>)

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

Data updated: 2026-02-26T05:33:59.169Z

Evaluation of Few-shot Image Classification performance on the PlantVillage Experimental Setup-2, covering Apple, Blueberry, and Cherry plants, reporting results for 1, 10, 15, and 80 shot settings.

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) | PlantVillage Experimental Setup-2: Apple, Blueberry, and Cherry plants |
| Metric | Accuracy (1 Shot) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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 (1 Shot)](<https://www.sota2.com/research/sota/few-shot-image-classification-on-plantvillage-experimental-setup-2.md?metric=Accuracy%20(1%20Shot)>): Higher is better; unit: PERCENT.

- [Accuracy (10 Shot)](<https://www.sota2.com/research/sota/few-shot-image-classification-on-plantvillage-experimental-setup-2.md?metric=Accuracy%20(10%20Shot)>): Higher is better; unit: PERCENT.

- [Accuracy (15 Shot)](<https://www.sota2.com/research/sota/few-shot-image-classification-on-plantvillage-experimental-setup-2.md?metric=Accuracy%20(15%20Shot)>): Higher is better; unit: PERCENT.

- [Accuracy (80 Shot)](<https://www.sota2.com/research/sota/few-shot-image-classification-on-plantvillage-experimental-setup-2.md?metric=Accuracy%20(80%20Shot)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (1 Shot) | Result date | Report paper |
| --- | --- | --- | --- |
| Wang et al. | 63.8 | Not recorded | 6940e7ba456146936284fa3b |
| Argüeso et al. | 55.5 | Not recorded | 6940e7ba456146936284fa3b |

### Wang et al.

Accuracy (1 Shot): 63.8. Result ID: 699846655698665ec4a3297a.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7ba456146936284fa3b.md>)

Recorded evaluation configuration: {"Approach":"Wang et al. \[36\]"}. This record does not assert independent reproduction.

### Argüeso et al.

Accuracy (1 Shot): 55.5. Result ID: 699846655698665ec4a32979.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7ba456146936284fa3b.md>)

Recorded evaluation configuration: {"Classifier":"Inception V3 Network"}. This record does not assert independent reproduction.

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