批量将图片分别旋转90、180、270度,并将对应的框标注的json文件也进行相应调整,做到数据增强的效果
【代码】批量将图片分别翻转90、180、270度,并将对应的框标注的json文件也进行相应调整,做到数据增强的效果。
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#------------------------------------矩形标注增强---------------------------------------
from PIL import Image
import os
import json
def rotate_images_and_jsons(input_folder):
output_folder = os.path.join(input_folder, "rotated")
os.makedirs(output_folder, exist_ok=True)
for filename in os.listdir(input_folder):
if filename.endswith(".jpg"):
image_path = os.path.join(input_folder, filename)
json_path = os.path.join(input_folder, filename.replace(".jpg", ".json"))
# Load JSON data
with open(json_path, 'r', encoding='utf-8') as json_file:
json_data = json.load(json_file)
image = Image.open(image_path)
# Rotate the image by 90, 180, and 270 degrees
for angle in [90, 180, 270]:
rotated_image = image.rotate(angle, expand=True)
# Save rotated images with a default quality value
rotated_image_path = os.path.join(output_folder, f"{os.path.splitext(filename)[0]}_{angle}.jpg")
rotated_image.save(rotated_image_path, quality=100)
# Update JSON data for rotated image
rotated_json_data = update_json_for_rotation(json_data, image.size, angle, os.path.basename(rotated_image_path))
rotated_json_path = os.path.join(output_folder, f"{os.path.splitext(filename)[0]}_{angle}.json")
with open(rotated_json_path, 'w', encoding='utf-8') as rotated_json_file:
json.dump(rotated_json_data, rotated_json_file, indent=4, ensure_ascii=False)
def update_json_for_rotation(json_data, image_size, angle, image_path):
width, height = image_size
rotated_json_data = []
for shape in json_data['shapes']:
points = shape['points']
rotated_points = []
# 提取坐标信息
point1_x, point1_y = points[0]
point2_x, point2_y = points[1]
if angle == 90:
rotated_point1 = [point1_y, width - point1_x]
rotated_point2 = [point2_y, width - point2_x]
elif angle == 180:
rotated_point1 = [width - point1_x, height - point1_y]
rotated_point2 = [width - point2_x, height - point2_y]
elif angle == 270:
rotated_point1 = [height - point1_y, point1_x]
rotated_point2 = [height - point2_y, point2_x]
rotated_points.append(rotated_point1)
rotated_points.append(rotated_point2)
rotated_shape = {
'label': shape['label'],
'points': rotated_points,
'group_id': shape['group_id'],
'shape_type': shape['shape_type'],
'flags': shape['flags']
}
rotated_json_data.append(rotated_shape)
if angle == 90 or angle == 270:
return {'version': json_data['version'], 'flags': json_data['flags'], 'shapes': rotated_json_data, 'imagePath': image_path, 'imageData': json_data['imageData'], 'imageHeight': json_data['imageWidth'], 'imageWidth': json_data['imageHeight']}
else:
return {'version': json_data['version'], 'flags': json_data['flags'], 'shapes': rotated_json_data, 'imagePath': image_path, 'imageData': json_data['imageData'], 'imageHeight': json_data['imageHeight'], 'imageWidth': json_data['imageWidth']}
# Replace 'input_folder' with your folder containing images and JSON files
rotate_images_and_jsons('./rectangles')

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