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kavyashankar20
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Parent(s):
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Upload 2 files
Browse files- app.py +39 -0
- requirements.txt +4 -0
app.py
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import streamlit as st
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from PIL import Image
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from transformers import BlipProcessor, BlipForConditionalGeneration
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import requests
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from io import BytesIO
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# Load model and processor
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processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-base")
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model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-base")
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def generate_caption(image):
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inputs = processor(image, return_tensors="pt")
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out = model.generate(**inputs)
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return processor.decode(out[0], skip_special_tokens=True)
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st.title("Image Captioning")
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# URL input
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url = st.text_input("Enter image URL (optional):")
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if url:
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try:
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response = requests.get(url)
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image = Image.open(BytesIO(response.content)).convert("RGB")
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st.image(image, caption="Image from URL", use_column_width=True)
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caption = generate_caption(image)
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st.write(f"Caption: {caption}")
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except Exception as e:
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st.error(f"Error fetching image from URL: {e}")
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# File upload
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uploaded_file = st.file_uploader("Upload an image file (optional):", type=["jpg", "jpeg", "png"])
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if uploaded_file:
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image = Image.open(uploaded_file).convert("RGB")
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st.image(image, caption="Uploaded Image", use_column_width=True)
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caption = generate_caption(image)
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st.write(f"Caption: {caption}")
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if not url and not uploaded_file:
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st.write("Please enter an image URL or upload an image file to get a caption.")
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requirements.txt
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transformers
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torch
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pillow
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streamlit
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