manga-translator / utils /write_text_on_image.py
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"""
This module is used to write text on an image.
"""
import os
from typing import List, Tuple
from PIL import Image, ImageFont, ImageDraw
from PIL.ImageFont import FreeTypeFont
from ultralytics import YOLO
def get_font(image: Image, text: str, width: int, height: int) -> Tuple[FreeTypeFont, int, int]:
"""
Get the font size and position for the text.
"""
# Default values at start
font_size = None
font = None
box = None # For version 8.0.0
x = 0
y = 0
draw = ImageDraw.Draw(image) # Create a draw object
# Test for different font sizes
for size in range(1, 500):
# Create new font
new_font = ImageFont.load_default(size=font_size)
# Calculate bbox for version 8.0.0
new_box = draw.textbbox((0, 0), text, font=new_font)
# Calculate width and height
new_w = new_box[2] - new_box[0] # Bottom - Top
new_h = new_box[3] - new_box[1] # Right - Left
# If too big then exit with previous values
if new_w > width or new_h > height:
break
# Set new current values as current values
font_size = size
font = new_font
box = new_box
w = new_w
h = new_h
# Calculate position (minus margins in box)
x = (width - w) // 2 - box[0] # Minus left margin
y = (height - h) // 2 - box[1] # Minus top margin
return font, x, y
def add_discoloration(color: Tuple[int, int, int], strength: int) -> Tuple[int, int, int]:
"""
Add discoloration to the background color.
"""
r, g, b = color
r = max(0, min(255, r + strength))
g = max(0, min(255, g + strength))
b = max(0, min(255, b + strength))
if r == 255 and g == 255 and b == 255:
r, g, b = 245, 245, 245
return (r, g, b)
def get_background_color(image: Image, x_min: float,
y_min: float, x_max: float, y_max: float) -> Tuple[int, int, int]:
"""
Determine the background color of the text box.
"""
margin = 10
edge_region = image.crop(
(x_min - margin, y_min - margin, x_max + margin, y_max + margin))
# Find the most common color in the cropped region
edge_colors = edge_region.getcolors(
edge_region.size[0] * edge_region.size[1])
background_color = max(edge_colors, key=lambda x: x[0])[1]
# Add a bit of discoloration to the background color
background_color = add_discoloration(background_color, 40)
return background_color
def get_text_fill_color(background_color: Tuple[int, int, int]):
"""
Determine the text color based on the background color.
"""
luminance = (
0.299 * background_color[0]
+ 0.587 * background_color[1]
+ 0.114 * background_color[2]
) / 255
# Determine the text color based on the background luminance
if luminance > 0.5:
return "black"
else:
return "white"
def translated_words_fit(translated_text: str, font: ImageFont,
width: float, draw: ImageDraw) -> Tuple[bool, float]:
"""
Check if the translated words fit within the bounding box.
"""
words = translated_text.split()
total_width = 0
for word in words:
bbox = draw.textbbox((0, 0), word, font=font)
word_width = bbox[2] - bbox[0]
total_width += word_width
return total_width <= width, total_width
def recalculate_words_and_size(translated_text: List, font: ImageFont,
image: Image, total_width: float,
draw: ImageDraw, x_min: float, y_min: float,
x_max: float, y_max: float) -> List:
"""
Recalculate the words and font size to fit within the bounding box.
"""
words = translated_text.split()
even_split = total_width // len(words)
lines = []
current_line = ""
for word in words:
bbox = draw.textbbox((0, 0), word, font=font)
word_width = bbox[2] - bbox[0]
if len(current_line) + word_width > even_split:
lines.append(current_line)
current_line = word
else:
current_line += " " + word
lines.append(current_line)
translated_text = "\n".join(lines)
# Calculate font size and position again
font, x, y = get_font(image, translated_text, x_max - x_min, y_max - y_min)
return translated_text, font, x, y
def replace_text_with_translation(image: Image, text_boxes: List, translated_texts: List) -> Image:
"""
Replace the text in the bounding boxes with the translated text.
"""
draw = ImageDraw.Draw(image)
for text_box, translated_text in zip(text_boxes, translated_texts):
x_min, y_min, x_max, y_max = text_box
if translated_text is None:
continue
# Find the most common color in the text region
background_color = get_background_color(
image, x_min, y_min, x_max, y_max)
# Draw a rectangle to cover the text region with the original background color
draw.rectangle(((x_min, y_min), (x_max, y_max)), fill=background_color)
# Calculate font size and position
font, x, y = get_font(image, translated_text,
x_max - x_min, y_max - y_min)
# Split the words if they are too long
fits, total_width = translated_words_fit(
translated_text, font, x_max - x_min, draw)
if not fits or font.size < 30:
translated_text, font, x, y = recalculate_words_and_size(
translated_text, font, image, total_width, draw, x_min, y_min, x_max, y_max)
# Use local font
# Get full path to the font file
font_path = os.path.join(os.path.dirname(__file__), "../fonts/mangat.ttf")
font = ImageFont.truetype(
font=font_path, size=font.size, encoding="unic")
# Draw the translated text within the box
draw.text(
(x_min + x, y_min + y),
translated_text,
fill=get_text_fill_color(background_color),
font=font,
)
return image
def write_text(result: YOLO, text_list: List[str], image_path: str) -> None:
"""
Replace the text in the bounding boxes with the translated text.
"""
all_boxes = []
all_translated_texts = []
for i, box in enumerate(result.boxes):
coords = [round(x) for x in box.xyxy[0].tolist()]
text = text_list[i]
all_boxes.append(coords)
all_translated_texts.append(text)
image = Image.open(image_path)
# Draw text within all bounding boxes
image = replace_text_with_translation(
image, all_boxes, all_translated_texts)
# save the image
image.save("translated_image.png")
return image