# Few-shot classification on SoyLocal (test)

Source: [Few-shot classification on SoyLocal (test)](<https://www.sota2.com/research/sota/few-shot-classification-on-soylocal-test>)

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

Data updated: 2026-05-26T10:39:02.307Z

Few-shot classification results (1-shot and 2-shot accuracy) evaluated on the test split of the SoyLocal 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 classification |
| Dataset (including any stated split) | SoyLocal (test) |
| Metric | 1-Shot 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

- [1-Shot Accuracy](<https://www.sota2.com/research/sota/few-shot-classification-on-soylocal-test.md?metric=1-Shot%20Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | 1-Shot Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| uDTW | 61.25 | Not recorded | 6a15295bdbd7150506f7e233 |
| Euclidean | 59.4 | Not recorded | 6a15295bdbd7150506f7e233 |
| sDTW | 58.85 | Not recorded | 6a15295bdbd7150506f7e233 |
| uDTW | 56.78 | Not recorded | 6a15295bdbd7150506f7e233 |
| sDTW | 54.13 | Not recorded | 6a15295bdbd7150506f7e233 |
| Euclidean | 50.53 | Not recorded | 6a15295bdbd7150506f7e233 |

### uDTW

1-Shot Accuracy: 61.25. Result ID: 6a1576dffbc373592c0d8c9c.

[Reporting paper](<https://www.sota2.com/research/paper/6a15295bdbd7150506f7e233.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15295bdbd7150506f7e233.md>)

Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction.

### Euclidean

1-Shot Accuracy: 59.4. Result ID: 6a1576dffbc373592c0d8c9a.

[Reporting paper](<https://www.sota2.com/research/paper/6a15295bdbd7150506f7e233.md>)

Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction.

### sDTW

1-Shot Accuracy: 58.85. Result ID: 6a1576dffbc373592c0d8c9b.

[Reporting paper](<https://www.sota2.com/research/paper/6a15295bdbd7150506f7e233.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7d871e209131cea93803.md>)

Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction.

### uDTW

1-Shot Accuracy: 56.78. Result ID: 6a1576dffbc373592c0d8c9f.

[Reporting paper](<https://www.sota2.com/research/paper/6a15295bdbd7150506f7e233.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15295bdbd7150506f7e233.md>)

Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction.

### sDTW

1-Shot Accuracy: 54.13. Result ID: 6a1576dffbc373592c0d8c9e.

[Reporting paper](<https://www.sota2.com/research/paper/6a15295bdbd7150506f7e233.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7d871e209131cea93803.md>)

Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction.

### Euclidean

1-Shot Accuracy: 50.53. Result ID: 6a1576dffbc373592c0d8c9d.

[Reporting paper](<https://www.sota2.com/research/paper/6a15295bdbd7150506f7e233.md>)

Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction.

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