maxwoe/image-rotation-angle-estimation
0
1"""Rotation utilities that preserve image content without artificial borders."""
2
3import cv2
4import numpy as np
5import math
6
7
8def rotate_image(img, angle, rotation_center=None, expand=False, border_mode=cv2.BORDER_CONSTANT, border_value=0):
9 """Rotates an image (angle in degrees) and optionally expands to avoid cropping."""
10 h, w = img.shape[:2]
11 if rotation_center is None:
12 rotation_center = (w/2, h/2)
13
14 M = cv2.getRotationMatrix2D(rotation_center, angle, 1.0)
15
16 if expand:
17 abs_cos = abs(M[0, 0])
18 abs_sin = abs(M[0, 1])
19 wn = int(h * abs_sin + w * abs_cos)
20 hn = int(h * abs_cos + w * abs_sin)
21 M[0, 2] += wn/2 - rotation_center[0]
22 M[1, 2] += hn/2 - rotation_center[1]
23 else:
24 wn, hn = w, h
25
26 rotated = cv2.warpAffine(
27 img, M, (wn, hn), borderMode=border_mode, borderValue=border_value)
28
29 return rotated, M
30
31
32def largest_rotated_rect(w, h, angle):
33 """Compute the largest axis-aligned rectangle within a rotated rectangle."""
34 if w <= 0 or h <= 0:
35 return 0, 0
36
37 width_is_longer = w >= h
38 side_long, side_short = (w, h) if width_is_longer else (h, w)
39
40 sin_a, cos_a = abs(math.sin(angle)), abs(math.cos(angle))
41 if side_short <= 2.*sin_a*cos_a*side_long or abs(sin_a-cos_a) < 1e-10:
42 x = 0.5*side_short
43 wr, hr = (x/sin_a, x/cos_a) if width_is_longer else (x/cos_a, x/sin_a)
44 else:
45 cos_2a = cos_a*cos_a - sin_a*sin_a
46 wr, hr = (w*cos_a - h*sin_a)/cos_2a, (h*cos_a - w*sin_a)/cos_2a
47
48 return wr, hr
49
50
51def rotate_image_crop_max_area(image, angle):
52 """Rotate image and crop to the largest inscribed rectangle (no borders).
53
54 Args:
55 image: numpy array (OpenCV image)
56 angle: Rotation angle in degrees
57
58 Returns:
59 Rotated and cropped numpy array
60 """
61 h, w = image.shape[:2]
62 rotated, _ = rotate_image(image, angle, expand=True)
63 wr, hr = largest_rotated_rect(w, h, math.radians(angle))
64
65 h_rot, w_rot = rotated.shape[:2]
66 y1 = h_rot//2 - int(hr/2)
67 y2 = y1 + int(hr)
68 x1 = w_rot//2 - int(wr/2)
69 x2 = x1 + int(wr)
70
71 return rotated[y1:y2, x1:x2]
72 