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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 io |
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def remove_background(input_image): |
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try: |
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segmentor = pipeline("image-segmentation", |
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model="briaai/RMBG-1.4", |
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device=-1, |
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trust_remote_code=True) |
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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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css = """ |
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.gradio-container { |
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font-family: 'Segoe UI', sans-serif; |
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max-width: 100% !important; |
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padding: 10px !important; |
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} |
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.container { |
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display: flex; |
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flex-direction: column; |
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gap: 20px; |
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} |
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.image-container { |
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width: 100%; |
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max-width: 500px; |
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margin: 0 auto; |
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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 !important; |
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color: black !important; |
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padding: 12px 20px !important; |
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border-radius: 8px !important; |
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font-weight: bold !important; |
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margin: 10px 0 !important; |
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width: 100% !important; |
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max-width: 300px !important; |
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} |
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@media (max-width: 768px) { |
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.gradio-container { |
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padding: 5px !important; |
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} |
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.gr-button { |
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padding: 10px 15px !important; |
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} |
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} |
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""" |
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with gr.Blocks(css=css) as demo: |
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gr.HTML( |
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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: 2rem; 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: #666; font-size: 1rem; margin-bottom: 2rem;"> |
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Powered by RMBG V1.4 model |
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</p> |
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</div> |
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""" |
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) |
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with gr.Row(equal_height=True): |
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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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sources=["upload", "clipboard"], |
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interactive=True |
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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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interactive=False |
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) |
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with gr.Row(): |
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clear_btn = gr.Button("Clear", variant="secondary") |
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process_btn = gr.Button("Remove Background", variant="primary") |
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status_msg = gr.Textbox(label="Status", interactive=False, visible=False) |
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def process_and_update(image): |
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if image is None: |
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return None, "Please upload an image first" |
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try: |
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result = remove_background(image) |
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return result, "Background removed successfully!" |
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except Exception as e: |
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return None, f"Error: {str(e)}" |
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process_btn.click( |
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fn=process_and_update, |
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inputs=[input_image], |
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outputs=[output_image, status_msg], |
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api_name="remove_background" |
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) |
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clear_btn.click( |
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fn=lambda: (None, None, ""), |
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outputs=[input_image, output_image, status_msg], |
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api_name="clear" |
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) |
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demo.launch( |
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share=True, |
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enable_queue=True, |
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show_error=True, |
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server_port=7860, |
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server_name="0.0.0.0" |
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) |
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