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Create app.py
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app.py
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import torch
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import gradio as gr
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from PIL import Image
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# Load the YOLOv5 model (adjust based on the model you uploaded)
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model = torch.hub.load('ultralytics/yolov5', 'yolov5s') # You can choose yolov5s, yolov5m, yolov5l
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# Function to handle image inference
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def predict_image(image):
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results = model(image) # Run inference on the input image
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results.show() # Optionally visualize the results (bounding boxes)
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return results.pandas().xywh # Return the results (bounding box coordinates)
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# Set up Gradio interface to upload an image and get predictions
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interface = gr.Interface(fn=predict_image, inputs=gr.Image(), outputs=gr.Dataframe())
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# Launch the interface
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interface.launch()
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