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Update image_utils.py
Browse files- app/image_utils.py +34 -31
app/image_utils.py
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@@ -5,61 +5,64 @@ import numpy as np
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def add_watermark(image_array: np.ndarray, text: str, confidence: float) -> Image.Image:
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"""
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Adds a
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Args:
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image_array: The input image as a NumPy array.
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text: The prediction text (e.g., "NORMAL" or "PNEUMONIA").
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confidence: The confidence score of the prediction.
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Returns:
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A PIL Image object with the watermark applied.
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"""
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# Convert NumPy array to PIL Image
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image = Image.fromarray(image_array).convert("RGBA")
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# Create a transparent overlay for the text
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txt_overlay = Image.new("RGBA", image.size, (255, 255, 255, 0))
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draw = ImageDraw.Draw(txt_overlay)
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# Define watermark properties
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is_pneumonia = (text == "PNEUMONIA")
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box_color = (220, 53, 69,
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text_color = (255, 255, 255, 255)
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#
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try:
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except IOError:
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print("
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# Define text
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text_to_draw = f"{text}\n{confidence:.1%}"
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#
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try:
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# Use getbbox for modern Pillow versions
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except AttributeError:
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# Fallback for older Pillow versions
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text_width, text_height = draw.textsize(text_to_draw, font=font)
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box_position = [
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]
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# Draw the
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draw.rectangle(box_position, fill=box_color)
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draw.text(position, text_to_draw, font=font, fill=text_color)
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# Combine the overlay with the original image
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watermarked_image = Image.alpha_composite(image, txt_overlay)
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return watermarked_image.convert("RGB")
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def add_watermark(image_array: np.ndarray, text: str, confidence: float) -> Image.Image:
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"""
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Adds a large, prominent, and professional-looking watermark to an image.
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"""
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image = Image.fromarray(image_array).convert("RGBA")
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txt_overlay = Image.new("RGBA", image.size, (255, 255, 255, 0))
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draw = ImageDraw.Draw(txt_overlay)
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# Define watermark properties
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is_pneumonia = (text == "PNEUMONIA")
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box_color = (220, 53, 69, 200) if is_pneumonia else (25, 135, 84, 200) # Red/Green with higher opacity
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text_color = (255, 255, 255, 255)
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# --- FONT FIX: Make font size proportional and larger ---
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try:
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# On many systems (including HF Spaces), Arial is available.
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font_path = "arialbd.ttf"
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font_size = int(image.height / 7) # Made font significantly larger
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font = ImageFont.truetype(font_path, font_size)
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except IOError:
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print(f"Font '{font_path}' not found, using default. Watermark quality may be lower.")
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# Fallback if font is not on the system
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font_size = int(image.height / 7)
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try:
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# Try a generic sans-serif font
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font = ImageFont.truetype("DejaVuSans-Bold.ttf", font_size)
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except IOError:
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font = ImageFont.load_default()
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# Define text
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text_to_draw = f"{text}\n{confidence:.1%}"
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# --- POSITIONING FIX: Center the watermark ---
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try:
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# Use getbbox for modern Pillow versions to get precise text dimensions
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left, top, right, bottom = draw.textbbox((0, 0), text_to_draw, font=font)
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text_width = right - left
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text_height = bottom - top
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except AttributeError:
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# Fallback for older Pillow versions
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text_width, text_height = draw.textsize(text_to_draw, font=font)
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x = (image.width - text_width) / 2
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y = (image.height - text_height) / 2
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position = (x, y)
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# Add padding to the background box
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padding = font_size / 4
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box_position = [
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x - padding,
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y - padding,
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x + text_width + padding,
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y + text_height + padding
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]
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# Draw the rectangle and the text
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draw.rectangle(box_position, fill=box_color)
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draw.text(position, text_to_draw, font=font, fill=text_color, align="center")
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watermarked_image = Image.alpha_composite(image, txt_overlay)
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return watermarked_image.convert("RGB")
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