Update app.py
Browse files
app.py
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@@ -75,32 +75,41 @@ model.eval()
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# Image upload
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uploaded_img = st.file_uploader("**Upload an image**", type=["jpg", "jpeg", "png"])
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if uploaded_img is not None:
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# Model inference
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with torch.no_grad():
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pred = model(transformed_img).argmax(dim=1).item()
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# Image upload
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uploaded_img = st.file_uploader("**Upload an image**", type=["jpg", "jpeg", "png"])
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if st.button("Submit"):
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if uploaded_img is not None:
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# Display uploaded image in a smaller size
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image = Image.open(uploaded_img)
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st.image(image, caption="**Uploaded Image**", width=200)
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# Image transformations
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sample_transform = transforms.Compose([
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transforms.Resize((224, 224)),
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transforms.ToTensor(),
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transforms.Normalize(mean=[0.1776, 0.1776, 0.1776], std=[0.1735, 0.1735, 0.1735])
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])
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# Apply transformations
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transformed_img = sample_transform(image).unsqueeze(0)
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# Model inference
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with torch.no_grad():
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pred = model(transformed_img).argmax(dim=1).item()
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# Stylish output box
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st.markdown(
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f"""
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<div class="output-container">
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🧠 <strong>Predicted Class:</strong> {class_names[pred]}
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</div>
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""",
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unsafe_allow_html=True
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)
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else:
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st.markdown(
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"""
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<div style='background-color: #f8d7da; padding: 10px; border-radius: 5px;'>
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<h4 style='color: #721c24;'> ⚠️ Plese upload image </h4>
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</div>
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""",
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unsafe_allow_html=True
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)
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