# Image Classification on CottonCultivar80 (test)

Source: [Image Classification on CottonCultivar80 (test)](<https://www.sota2.com/research/sota/image-classification-on-cottoncultivar80-test>)

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

Data updated: 2026-02-26T05:28:09.051Z

Evaluation of Image Classification performance on the test split of the CottonCultivar80 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) | CottonCultivar80 (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-cottoncultivar80-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FFVT | 57.92 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| DeiT-B | 53.75 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| ResNet50 | 52.5 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| NTS-Net | 51.67 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| ViT | 51.25 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| VGG16 | 50.83 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| fast-MPN-COV | 50 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| MobileNetV2 | 49.58 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| TransFG | 45.84 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| Improved B-CNN | 45 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| InceptionV3 | 37.5 | Not recorded | 68fa6bdf1e209131cea30bd0 |
| AlexNet | 22.92 | Not recorded | 68fa6bdf1e209131cea30bd0 |

### FFVT

Accuracy: 57.92. Result ID: 698ea6c9ffc3901de09f7a1e.

[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.

### DeiT-B

Accuracy: 53.75. Result ID: 698ea6c9ffc3901de09f7a1c.

[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.

### ResNet50

Accuracy: 52.5. Result ID: 698ea6c9ffc3901de09f7a15.

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

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

### NTS-Net

Accuracy: 51.67. Result ID: 698ea6c9ffc3901de09f7a19.

[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.

### ViT

Accuracy: 51.25. Result ID: 698ea6c9ffc3901de09f7a1b.

[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.

### VGG16

Accuracy: 50.83. Result ID: 698ea6c9ffc3901de09f7a14.

[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.

### fast-MPN-COV

Accuracy: 50. Result ID: 698ea6c9ffc3901de09f7a1a.

[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: 49.58. Result ID: 698ea6c9ffc3901de09f7a17.

[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.

### TransFG

Accuracy: 45.84. Result ID: 698ea6c9ffc3901de09f7a1d.

[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.

### Improved B-CNN

Accuracy: 45. Result ID: 698ea6c9ffc3901de09f7a18.

[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: 37.5. Result ID: 698ea6c9ffc3901de09f7a16.

[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: 22.92. Result ID: 698ea6c9ffc3901de09f7a13.

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

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

Page 1 of 1. This is an index page, not the full collection.