from PIL import Image
from transformers import pipeline

classifier = pipeline(
    "image-classification",
    model="Zharasbek/resnet18-bean-disease-classifier",
)

image = Image.open("bean_leaf.jpg").convert("RGB")
predictions = classifier(image, top_k=3)

print(predictions)

Intended use

This model was created as an educational project demonstrating fine-tuning, evaluation, model publishing, and deployment.

Limitations

The model supports only the three classes present in the Beans dataset. It may produce unreliable predictions for:

Other crops or plant species
Diseases absent from the dataset
Images captured under substantially different conditions
Images that do not contain bean leaves

The model has not been clinically or agriculturally validated and should not be used as the sole basis for crop-management decisions.

Licenses and attribution

The base model is distributed under the Apache 2.0 license.

The Beans dataset is distributed under the MIT license.