python旋转框裁剪代码
时间: 2023-07-09 15:23:54 浏览: 47
以下是 Python 中旋转框裁剪的示例代码:
```python
import cv2
import numpy as np
def rotate_image(image, angle):
""" 旋转图像 """
height, width = image.shape[:2]
rotation_matrix = cv2.getRotationMatrix2D((width/2, height/2), angle, 1)
rotated_image = cv2.warpAffine(image, rotation_matrix, (width, height))
return rotated_image
def rotate_box(box, angle, width, height):
""" 旋转框 """
x1, y1, x2, y2, x3, y3, x4, y4 = box
# 将旋转中心点移动到图像中央
cx, cy = width // 2, height // 2
x1 -= cx
y1 -= cy
x2 -= cx
y2 -= cy
x3 -= cx
y3 -= cy
x4 -= cx
y4 -= cy
# 计算旋转后的坐标
radians = angle * np.pi / 180
cosine = np.cos(radians)
sine = np.sin(radians)
x1r = x1 * cosine - y1 * sine
y1r = x1 * sine + y1 * cosine
x2r = x2 * cosine - y2 * sine
y2r = x2 * sine + y2 * cosine
x3r = x3 * cosine - y3 * sine
y3r = x3 * sine + y3 * cosine
x4r = x4 * cosine - y4 * sine
y4r = x4 * sine + y4 * cosine
# 将旋转中心点移回原来位置
x1r += cx
y1r += cy
x2r += cx
y2r += cy
x3r += cx
y3r += cy
x4r += cx
y4r += cy
return x1r, y1r, x2r, y2r, x3r, y3r, x4r, y4r
def clip_box(box, width, height):
""" 裁剪框 """
x1, y1, x2, y2, x3, y3, x4, y4 = box
x1 = max(0, min(x1, width))
y1 = max(0, min(y1, height))
x2 = max(0, min(x2, width))
y2 = max(0, min(y2, height))
x3 = max(0, min(x3, width))
y3 = max(0, min(y3, height))
x4 = max(0, min(x4, width))
y4 = max(0, min(y4, height))
return x1, y1, x2, y2, x3, y3, x4, y4
def rotate_clip_box(box, angle, width, height):
""" 旋转框裁剪 """
rotated_box = rotate_box(box, angle, width, height)
clipped_box = clip_box(rotated_box, width, height)
return clipped_box
```
其中 `rotate_image` 函数用于旋转图像,`rotate_box` 函数用于旋转框,`clip_box` 函数用于裁剪框,`rotate_clip_box` 函数用于旋转框裁剪。这些函数可以根据实际情况进行调用和组合使用。
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