Update app.py
Browse files
app.py
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@@ -1,52 +1,42 @@
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import gradio as gr
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from transformers import pipeline
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import torch
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import numpy as np
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from PIL import Image
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import
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import
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def remove_background(input_image):
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try:
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# Initialize the pipeline
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segmentor = pipeline(
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# Process the image
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result = segmentor(input_image)
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# Return both original and processed images
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return result['output_image']
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except Exception as e:
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raise gr.Error(f"Error processing image: {str(e)}")
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# Create the Gradio interface
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css = """
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.gradio-container {
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font-family: 'Segoe UI', sans-serif;
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background: linear-gradient(135deg, #1a1a1a 0%, #2d2d2d 100%);
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}
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.gr-button {
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background: linear-gradient(45deg, #FFD700, #FFA500);
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border: none;
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color: black;
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}
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.gr-button:hover {
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background: linear-gradient(45deg, #FFA500, #FFD700);
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transform: translateY(-2px);
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box-shadow: 0 4px 12px rgba(255, 215, 0, 0.3);
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}
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.gr-form {
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background: rgba(255, 255, 255, 0.1);
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border-radius: 16px;
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padding: 20px;
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box-shadow: 0 4px 20px rgba(0, 0, 0, 0.2);
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}
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.gr-image {
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border-radius: 12px;
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border: 2px solid rgba(255, 215, 0, 0.3);
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}
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"""
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with gr.Blocks(css=css) as demo:
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"""
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<div style="text-align: center; max-width: 800px; margin: 0 auto; padding: 20px;">
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<h1 style="font-size: 2.5rem; margin-bottom: 1rem; background: linear-gradient(45deg, #FFD700, #FFA500); -webkit-background-clip: text; -webkit-text-fill-color: transparent;">
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Background
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</h1>
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<p style="color: #cccccc; font-size: 1.1rem; margin-bottom: 2rem;">
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Powered by RMBG V1.4 model from BRIA AI
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with gr.Row():
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with gr.Column():
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input_image = gr.Image(
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label="Upload Image",
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type="pil",
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)
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with gr.Row():
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clear_btn = gr.Button("Clear")
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submit_btn = gr.Button("Remove Background", variant="primary")
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with gr.Column():
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output_image = gr.Image(
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label="Result",
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type="pil"
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)
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# Event handlers
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fn=remove_background,
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inputs=[input_image],
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outputs=[output_image]
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)
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clear_btn.click(
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lambda: (None, None),
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outputs=[input_image, output_image]
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)
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# Example images
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examples=[
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["example1.jpg"],
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["example2.jpg"],
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["example3.jpg"]
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],
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inputs=input_image,
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outputs=output_image,
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fn=remove_background,
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cache_examples=True
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)
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# Download functionality
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download_btn.click(
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lambda x: x,
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inputs=[output_image],
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outputs=[output_image],
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)
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demo.launch()
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import gradio as gr
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from PIL import Image
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import torch
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from transformers import pipeline
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def remove_background(input_image):
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try:
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# Initialize the segmentation pipeline
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segmentor = pipeline(
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"image-segmentation",
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model="briaai/RMBG-1.4",
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device="cpu" # Use CPU for inference
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)
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# Process the image
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result = segmentor(input_image)
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return result['output_image']
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except Exception as e:
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raise gr.Error(f"Error processing image: {str(e)}")
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# Create the Gradio interface with custom styling
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css = """
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.gradio-container {
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font-family: 'Segoe UI', sans-serif;
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background: linear-gradient(135deg, #1a1a1a 0%, #2d2d2d 100%);
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}
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.gr-image {
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border-radius: 12px;
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border: 2px solid rgba(255, 215, 0, 0.3);
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}
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.gr-button {
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background: linear-gradient(45deg, #FFD700, #FFA500);
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border: none;
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color: black;
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}
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.gr-button:hover {
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transform: translateY(-2px);
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box-shadow: 0 4px 12px rgba(255, 215, 0, 0.3);
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}
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"""
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with gr.Blocks(css=css) as demo:
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"""
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<div style="text-align: center; max-width: 800px; margin: 0 auto; padding: 20px;">
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<h1 style="font-size: 2.5rem; margin-bottom: 1rem; background: linear-gradient(45deg, #FFD700, #FFA500); -webkit-background-clip: text; -webkit-text-fill-color: transparent;">
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AI Background Remover
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</h1>
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<p style="color: #cccccc; font-size: 1.1rem; margin-bottom: 2rem;">
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Powered by RMBG V1.4 model from BRIA AI
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with gr.Row():
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with gr.Column():
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# Correct implementation of input image
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input_image = gr.Image(
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label="Upload Image",
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type="pil",
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sources=["upload", "clipboard"]
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)
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with gr.Column():
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output_image = gr.Image(
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label="Result",
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type="pil"
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)
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with gr.Row():
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clear_btn = gr.Button("Clear")
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process_btn = gr.Button("Remove Background", variant="primary")
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download_btn = gr.Button("Download Result")
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# Event handlers
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process_btn.click(
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fn=remove_background,
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inputs=[input_image],
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outputs=[output_image]
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)
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clear_btn.click(
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lambda: (None, None),
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outputs=[input_image, output_image]
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)
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# Example images
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examples=[
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["example1.jpg"],
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["example2.jpg"],
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["example3.jpg"]
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],
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inputs=input_image,
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outputs=output_image,
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fn=remove_background,
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cache_examples=True
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)
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demo.launch()
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