# Image Classification on SoyCultivarLocal (test)

Source: [Image Classification on SoyCultivarLocal (test)](<https://www.sota2.com/research/sota/image-classification-on-soycultivarlocal-test>)

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

Data updated: 2026-02-26T05:28:09.075Z

Evaluation of Image Classification performance on the test split of the SoyCultivarLocal dataset, measured using 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 | Image Classification |
| Dataset (including any stated split) | SoyCultivarLocal (test) |
| 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/image-classification-on-soycultivarlocal-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FFVT | 44.17 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| NTS-Net | 42.67 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| VGG16 | 39.33 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| ViT | 39.33 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| ResNet50 | 38.83 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| DeiT-B | 38.67 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| TransFG | 38.67 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| fast-MPN-COV | 38.17 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| MobileNetV2 | 34.67 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| Improved B-CNN | 33.33 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| InceptionV3 | 23 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| AlexNet | 19.5 | Not recorded | 68fa6bdf1e209131cea30bd0 |

### FFVT

Accuracy: 44.17. Result ID: 698ea6c9ffc3901de09f7a2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bdf1e209131cea30bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bdf1e209131cea30bd0.md>)

[Implementation](<https://www.sota2.com/this%20link>)

Recorded evaluation configuration: {"Backbone":"ViT-B\_16"}. This record does not assert independent reproduction.

### NTS-Net

Accuracy: 42.67. Result ID: 698ea6c9ffc3901de09f7a25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bdf1e209131cea30bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c71e209131cea068c0.md>)

[Implementation](<https://github.com/yangze0930/NTS-Net>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### VGG16

Accuracy: 39.33. Result ID: 698ea6c9ffc3901de09f7a20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bdf1e209131cea30bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61d01e209131ce9f62f5.md>)

[Implementation](<http://www.robots.ox.ac.uk/~vgg/research/very_deep/>)

Recorded evaluation configuration: {"Backbone":"VGG16"}. This record does not assert independent reproduction.

### ViT

Accuracy: 39.33. Result ID: 698ea6c9ffc3901de09f7a27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bdf1e209131cea30bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Backbone":"ViT-B\_16"}. This record does not assert independent reproduction.

### ResNet50

Accuracy: 38.83. Result ID: 698ea6c9ffc3901de09f7a21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bdf1e209131cea30bd0.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### DeiT-B

Accuracy: 38.67. Result ID: 698ea6c9ffc3901de09f7a28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bdf1e209131cea30bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69181e209131cea202b4.md>)

[Implementation](<https://github.com/facebookresearch/deit>)

Recorded evaluation configuration: {"Backbone":"ViT-B\_16"}. This record does not assert independent reproduction.

### TransFG

Accuracy: 38.67. Result ID: 698ea6c9ffc3901de09f7a29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bdf1e209131cea30bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b611e209131cea2de2f.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B\_16"}. This record does not assert independent reproduction.

### fast-MPN-COV

Accuracy: 38.17. Result ID: 698ea6c9ffc3901de09f7a26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bdf1e209131cea30bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64301e209131cea03589.md>)

[Implementation](<http://www.peihuali.org/iSQRT-COV>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### MobileNetV2

Accuracy: 34.67. Result ID: 698ea6c9ffc3901de09f7a23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bdf1e209131cea30bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65811e209131cea0a9a1.md>)

[Implementation](<https://github.com/tensorflow/models/tree/master/research/slim/nets/mobilenet>)

Recorded evaluation configuration: {"Backbone":"MobileNet"}. This record does not assert independent reproduction.

### Improved B-CNN

Accuracy: 33.33. Result ID: 698ea6c9ffc3901de09f7a24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bdf1e209131cea30bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63801e209131ce9fef3f.md>)

Recorded evaluation configuration: {"Backbone":"VGG16"}. This record does not assert independent reproduction.

### InceptionV3

Accuracy: 23. Result ID: 698ea6c9ffc3901de09f7a22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bdf1e209131cea30bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62331e209131ce9f8333.md>)

Recorded evaluation configuration: {"Backbone":"GoogleNet"}. This record does not assert independent reproduction.

### AlexNet

Accuracy: 19.5. Result ID: 698ea6c9ffc3901de09f7a1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bdf1e209131cea30bd0.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction.

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