[Mejora de datos] Girar en cualquier ángulo (imagen + etiqueta)

1. Diagrama de efectos

2. Código

import cv2
import math
import numpy as np
import os
import glob
import json
import shutil
import xml.etree.ElementTree as ET
from xml.etree.ElementTree import ElementTree, Element

def getRotatedImg(Pi_angle,img_path,img_write_path):
    img = cv2.imread(img_path)
    rows, cols = img.shape[:2]
    a, b = cols / 2, rows / 2
    M = cv2.getRotationMatrix2D((a, b), angle, 1)
    rotated_img = cv2.warpAffine(img, M, (cols, rows))  # 旋转后的图像保持大小不变
    cv2.imwrite(img_write_path,rotated_img)
    return a,b

def getRotatedAnno(Pi_angle,a,b,anno_path,anno_write_path):
    tree = ET.parse(anno_path)
    root = tree.getroot()
    objects = root.findall("object")
    for obj in objects:
        bbox = obj.find('bndbox')
        x1 = float(bbox.find('xmin').text) - 1
        y1 = float(bbox.find('ymin').text) - 1
        x2 = float(bbox.find('xmax').text) - 1
        y2 = float(bbox.find('ymax').text) - 1

        x3=x1
        y3=y2
        x4=x2
        y4=y1

        X1 = (x1 - a) * math.cos(Pi_angle) - (y1 - b) * math.sin(Pi_angle) + a
        Y1 = (x1 - a) * math.sin(Pi_angle) + (y1 - b) * math.cos(Pi_angle) + b

        X2 = (x2 - a) * math.cos(Pi_angle) - (y2 - b) * math.sin(Pi_angle) + a
        Y2 = (x2 - a) * math.sin(Pi_angle) + (y2 - b) * math.cos(Pi_angle) + b

        X3 = (x3 - a) * math.cos(Pi_angle) - (y3 - b) * math.sin(Pi_angle) + a
        Y3 = (x3 - a) * math.sin(Pi_angle) + (y3 - b) * math.cos(Pi_angle) + b

        X4 = (x4 - a) * math.cos(Pi_angle) - (y4 - b) * math.sin(Pi_angle) + a
        Y4 = (x4 - a) * math.sin(Pi_angle) + (y4 - b) * math.cos(Pi_angle) + b

        X_MIN=min(X1,X2,X3,X4)
        X_MAX = max(X1, X2, X3, X4)
        Y_MIN = min(Y1, Y2, Y3, Y4)
        Y_MAX = max(Y1, Y2, Y3, Y4)

        bbox.find('xmin').text=str(int(X_MIN))
        bbox.find('ymin').text=str(int(Y_MIN))
        bbox.find('xmax').text=str(int(X_MAX))
        bbox.find('ymax').text=str(int(Y_MAX))

    tree.write(anno_write_path)  # 保存修改后的XML文件

def rotate(angle,img_dir,anno_dir,img_write_dir,anno_write_dir):
    if not os.path.exists(img_write_dir):
        os.makedirs(img_write_dir)

    if not os.path.exists(anno_write_dir):
        os.makedirs(anno_write_dir)

    Pi_angle = -angle * math.pi / 180.0  # 弧度制，后面旋转坐标需要用到，注意负号！！！
    img_names=os.listdir(img_dir)
    for img_name in img_names:
        img_path=os.path.join(img_dir,img_name)
        img_write_path=os.path.join(img_write_dir,img_name[:-4]+'R'+str(angle)+'.jpg')
        #
        anno_path=os.path.join(anno_dir,img_name[:-4]+'.xml')
        anno_write_path = os.path.join(anno_write_dir, img_name[:-4]+'R'+str(angle)+'.xml')
        #
        a,b=getRotatedImg(Pi_angle,img_path,img_write_path)
        getRotatedAnno(Pi_angle,a,b,anno_path,anno_write_path)

# 旋转较度
angle = 15
# 原始图片地址
img_dir = r'J:\hive-master\datasets\1\images'
# 原始标签地址
anno_dir = r'J:\hive-master\datasets\1\annotations'
# 旋转后图片地址
img_write_dir = r'J:\hive-master\datasets\1\15\new_images'
# 旋转后标签地址
anno_write_dir = r'J:\hive-master\datasets\1\15\new_annotations'

rotate(angle, img_dir, anno_dir, img_write_dir, anno_write_dir)