KhetMitraAI / app.py
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import gradio as gr
import cv2
from ultralytics import YOLO
from huggingface_hub import hf_hub_download
# Download YOLOv8 weights from Hugging Face
weights_path = hf_hub_download(
repo_id="foduucom/plant-leaf-detection-and-classification",
filename="best.pt"
)
# Load YOLOv8 model
model = YOLO(weights_path)
# Prediction function
def predict(image):
img = cv2.cvtColor(image, cv2.COLOR_RGB2BGR) # convert for YOLO
results = model(img)
result_img = results[0].plot()
result_img = cv2.cvtColor(result_img, cv2.COLOR_BGR2RGB)
return result_img
# Gradio interface
iface = gr.Interface(
fn=predict,
inputs=gr.Image(type="numpy"), # simple upload
outputs=gr.Image(type="numpy"),
title="Plant Leaf Detection & Classification",
description="Upload a plant leaf image to detect diseases and classify leaves."
)
iface.launch()