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Update app.py
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app.py
CHANGED
@@ -15,6 +15,8 @@ def predict(image):
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# Run YOLOv8 inference
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results = model(img)
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# Draw bounding boxes on the image
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for r in results:
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for box in r.boxes:
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@@ -23,19 +25,20 @@ def predict(image):
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cls = int(box.cls[0]) # Class index
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label = f"{model.names[cls]} {conf:.2f}"
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cv2.rectangle(img, (x1, y1), (x2, y2), (0, 255, 0), 2)
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cv2.putText(img, label, (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2)
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# Convert back to PIL format
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return cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
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# Create the Gradio interface
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iface = gr.Interface(
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fn=predict,
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inputs=gr.Image(type="pil"),
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outputs=gr.Image(type="pil"),
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title="YOLOv8 Fruit Detection",
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description="Upload an image and the model will detect objects."
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)
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# Launch the Gradio app
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# Run YOLOv8 inference
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results = model(img)
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detected_objects = [] # Store detected object names and confidence
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# Draw bounding boxes on the image
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for r in results:
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for box in r.boxes:
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cls = int(box.cls[0]) # Class index
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label = f"{model.names[cls]} {conf:.2f}"
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detected_objects.append(label) # Save object name and confidence
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cv2.rectangle(img, (x1, y1), (x2, y2), (0, 255, 0), 2)
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cv2.putText(img, label, (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2)
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# Convert back to PIL format
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return cv2.cvtColor(img, cv2.COLOR_BGR2RGB), "\n".join(detected_objects) if detected_objects else "No objects detected."
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# Create the Gradio interface
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iface = gr.Interface(
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fn=predict,
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inputs=gr.Image(type="pil"),
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outputs=[gr.Image(type="pil"), gr.Textbox(label="Detected Objects")],
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title="YOLOv8 Fruit Detection",
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description="Upload an image and the model will detect objects and list them."
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)
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# Launch the Gradio app
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