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appv2.py
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# -*- coding: utf-8 -*-
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"""app code for remove.ipynb
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Automatically generated by Colab.
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Original file is located at
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https://colab.research.google.com/drive/1GoN403JoCKCLavITeCYoMzFXKctQ83en
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"""
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import gradio as gr
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from PIL import Image
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import numpy as np
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def sanitize_hex_color(color):
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"""
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Sanitize and validate hex color input.
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"""
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if color.startswith('rgb'):
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rgb_vals = color.strip('rgb()').split(',')
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if len(rgb_vals) == 3:
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try:
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r, g, b = map(int, rgb_vals)
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return f'#{r:02x}{g:02x}{b:02x}'.upper()
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except ValueError:
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raise ValueError("Invalid RGB color format")
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color = color.strip().upper()
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color = color.lstrip('#')
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if len(color) != 6:
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raise ValueError("Invalid hex color. Use '#RRGGBB' format")
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try:
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int(color, 16)
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except ValueError:
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raise ValueError("Invalid hexadecimal color")
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return f'#{color}'
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def remove_background_color(image, hex_color, tolerance):
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"""
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Remove pixels of a specified hex color from an image.
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"""
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if isinstance(image, np.ndarray):
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image = Image.fromarray(image)
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image = image.convert("RGBA")
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try:
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hex_color = sanitize_hex_color(hex_color)
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target_color = tuple(int(hex_color.lstrip('#')[i:i+2], 16) for i in (0, 2, 4))
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except ValueError as e:
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raise ValueError(str(e))
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data = np.array(image)
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mask = np.all(np.abs(data[:,:,:3] - target_color) <= tolerance, axis=2)
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alpha_channel = np.where(mask, 0, 255)
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data[:, :, 3] = alpha_channel
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return data
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def color_remover_interface(image, hex_color, tolerance, _=None):
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"""
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Gradio interface function for color removal.
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"""
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try:
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if image is None:
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raise ValueError("Please upload an image")
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hex_color = sanitize_hex_color(hex_color)
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processed_image = remove_background_color(image, hex_color, tolerance)
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return processed_image # Return only the processed image
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except Exception as e:
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gr.Warning(str(e))
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return image # Return original image in case of error
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# Deploy using Gradio Client
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iface = gr.Interface(
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fn=color_remover_interface,
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inputs=[
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gr.Image(type="numpy", label="Upload Image"),
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gr.Textbox(label="Hex Color to Remove", placeholder="#FFFFFF"),
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gr.Slider(minimum=0, maximum=255, value=40, step=1, label="Color Tolerance"),
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gr.ColorPicker(label="Pick a Color") # Color picker remains
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],
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outputs=[
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gr.Image(type="numpy", label="Processed Image") # Removed output textbox
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],
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title="Image Colour Remover",
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description="""
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Remove a specific colour from your image with precision!
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### How to Use:
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1. Upload an image
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2. Choose the colour to remove
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3. Adjust the colour tolerance (higher numbers will remove similair colours to hex code entered)
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4. See the magic happen!
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""",
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)
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iface.launch(share=True) # Launch the interface with a shareable link
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