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Update app.py
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app.py
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@@ -2,14 +2,15 @@ import gradio as gr
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from transformers import pipeline
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from PIL import Image
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# Load a pre-trained model for plant disease classification
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def
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# Run the model on the image
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results = model(image)
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#
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disease_name = results[0]['label']
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confidence_score = results[0]['score']
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@@ -18,15 +19,15 @@ def classify_disease(image):
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# Create Gradio Interface
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interface = gr.Interface(
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fn=
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inputs=gr.Image(type="pil"),
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outputs=[
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gr.Textbox(label="Disease Name"),
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gr.Textbox(label="Confidence Score"),
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gr.Image(type="pil", label="Uploaded Image")
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],
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title="
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description="Upload an image of
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)
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# Launch the app
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from transformers import pipeline
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from PIL import Image
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# Load a pre-trained model suitable for general plant disease classification
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# Replace with an appropriate model from Hugging Face's hub trained on PlantVillage or similar
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model = pipeline("image-classification", model="PlantVillage/plant-disease-model") # Replace with actual general plant disease model name if available
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def classify_leaf_disease(image):
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# Run the model on the image
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results = model(image)
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# Get the top prediction
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disease_name = results[0]['label']
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confidence_score = results[0]['score']
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# Create Gradio Interface
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interface = gr.Interface(
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fn=classify_leaf_disease,
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inputs=gr.Image(type="pil"),
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outputs=[
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gr.Textbox(label="Disease Name"),
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gr.Textbox(label="Confidence Score"),
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gr.Image(type="pil", label="Uploaded Image")
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],
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title="Leaf Disease Identification",
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description="Upload an image of any plant leaf, and this model will identify the disease and show the confidence score."
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)
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# Launch the app
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