Caption-Anything / image_editing_utils.py
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from PIL import Image, ImageDraw, ImageFont
import copy
import numpy as np
import cv2
def wrap_text(text, font, max_width):
lines = []
words = text.split(' ')
current_line = ''
for word in words:
if font.getsize(current_line + word)[0] <= max_width:
current_line += word + ' '
else:
lines.append(current_line)
current_line = word + ' '
lines.append(current_line)
return lines
def create_bubble_frame(image, text, point, segmask, input_points, input_labels, font_path='times_with_simsun.ttf', font_size_ratio=0.033, point_size_ratio=0.01):
# Load the image
if type(image) == np.ndarray:
image = Image.fromarray(image)
image = copy.deepcopy(image)
width, height = image.size
# Calculate max_text_width and font_size based on image dimensions and total number of characters
total_chars = len(text)
max_text_width = int(0.4 * width)
font_size = int(height * font_size_ratio)
point_size = max(int(height * point_size_ratio), 1)
# Load the font
font = ImageFont.truetype(font_path, font_size)
# Wrap the text to fit within the max_text_width
lines = wrap_text(text, font, max_text_width)
text_width = max([font.getsize(line)[0] for line in lines])
_, text_height = font.getsize(lines[0])
text_height = text_height * len(lines)
# Define bubble frame dimensions
padding = 10
bubble_width = text_width + 2 * padding
bubble_height = text_height + 2 * padding
# Create a new image for the bubble frame
bubble = Image.new('RGBA', (bubble_width, bubble_height), (255,248, 220, 0))
# Draw the bubble frame on the new image
draw = ImageDraw.Draw(bubble)
# draw.rectangle([(0, 0), (bubble_width - 1, bubble_height - 1)], fill=(255, 255, 255, 0), outline=(255, 255, 255, 0), width=2)
draw_rounded_rectangle(draw, (0, 0, bubble_width - 1, bubble_height - 1), point_size * 2,
fill=(255,248, 220, 120), outline=None, width=2)
# Draw the wrapped text line by line
y_text = padding
for line in lines:
draw.text((padding, y_text), line, font=font, fill=(0, 0, 0, 255))
y_text += font.getsize(line)[1]
# Determine the point by the min area rect of mask
try:
ret, thresh = cv2.threshold(segmask, 127, 255, 0)
contours, _ = cv2.findContours(thresh, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)
largest_contour = max(contours, key=cv2.contourArea)
min_area_rect = cv2.minAreaRect(largest_contour)
box = cv2.boxPoints(min_area_rect)
sorted_points = box[np.argsort(box[:, 0])]
right_most_points = sorted_points[-2:]
right_down_most_point = right_most_points[np.argsort(right_most_points[:, 1])][-1]
x, y = int(right_down_most_point[0]), int(right_down_most_point[1])
except:
x, y = point
# Calculate the bubble frame position
if x + bubble_width > width:
x = width - bubble_width
if y + bubble_height > height:
y = height - bubble_height
# Paste the bubble frame onto the image
image.paste(bubble, (x, y), bubble)
draw = ImageDraw.Draw(image)
colors = [(0, 191, 255, 255), (255, 106, 106, 255)]
for p, label in zip(input_points, input_labels):
point_x, point_y = p[0], p[1]
left = point_x - point_size
top = point_y - point_size
right = point_x + point_size
bottom = point_y + point_size
draw.ellipse((left, top, right, bottom), fill=colors[label])
return image
def draw_rounded_rectangle(draw, xy, corner_radius, fill=None, outline=None, width=1):
x1, y1, x2, y2 = xy
draw.rectangle(
(x1, y1 + corner_radius, x2, y2 - corner_radius),
fill=fill,
outline=outline,
width=width
)
draw.rectangle(
(x1 + corner_radius, y1, x2 - corner_radius, y2),
fill=fill,
outline=outline,
width=width
)
draw.pieslice((x1, y1, x1 + corner_radius * 2, y1 + corner_radius * 2), 180, 270, fill=fill, outline=outline, width=width)
draw.pieslice((x2 - corner_radius * 2, y1, x2, y1 + corner_radius * 2), 270, 360, fill=fill, outline=outline, width=width)
draw.pieslice((x2 - corner_radius * 2, y2 - corner_radius * 2, x2, y2), 0, 90, fill=fill, outline=outline, width=width)
draw.pieslice((x1, y2 - corner_radius * 2, x1 + corner_radius * 2, y2), 90, 180, fill=fill, outline=outline, width=width)