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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() | |