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three-face-swap-zero-gpu / methods /alphaface /facexlib_src /facexlib /visualization /vis_headpose.py
| import cv2 | |
| import numpy as np | |
| from math import cos, sin | |
| def draw_axis(img, yaw, pitch, roll, tdx=None, tdy=None, size=100): | |
| """draw head pose axis.""" | |
| pitch = pitch * np.pi / 180 | |
| yaw = -yaw * np.pi / 180 | |
| roll = roll * np.pi / 180 | |
| if tdx is None or tdy is None: | |
| height, width = img.shape[:2] | |
| tdx = width / 2 | |
| tdy = height / 2 | |
| # X axis pointing to right, drawn in red | |
| x1 = size * (cos(yaw) * cos(roll)) + tdx | |
| y1 = size * (cos(pitch) * sin(roll) + cos(roll) * sin(pitch) * sin(yaw)) + tdy | |
| # Y axis pointing downside, drawn in green | |
| x2 = size * (-cos(yaw) * sin(roll)) + tdx | |
| y2 = size * (cos(pitch) * cos(roll) - sin(pitch) * sin(yaw) * sin(roll)) + tdy | |
| # Z axis, out of the screen, drawn in blue | |
| x3 = size * (sin(yaw)) + tdx | |
| y3 = size * (-cos(yaw) * sin(pitch)) + tdy | |
| cv2.line(img, (int(tdx), int(tdy)), (int(x1), int(y1)), (0, 0, 255), 3) | |
| cv2.line(img, (int(tdx), int(tdy)), (int(x2), int(y2)), (0, 255, 0), 3) | |
| cv2.line(img, (int(tdx), int(tdy)), (int(x3), int(y3)), (255, 0, 0), 2) | |
| return img | |
| def draw_pose_cube(img, yaw, pitch, roll, tdx=None, tdy=None, size=150.): | |
| """draw head pose cube. | |
| Where (tdx, tdy) is the translation of the face. | |
| For pose we have [pitch yaw roll tdx tdy tdz scale_factor] | |
| """ | |
| p = pitch * np.pi / 180 | |
| y = -yaw * np.pi / 180 | |
| r = roll * np.pi / 180 | |
| if tdx is not None and tdy is not None: | |
| face_x = tdx - 0.50 * size | |
| face_y = tdy - 0.50 * size | |
| else: | |
| height, width = img.shape[:2] | |
| face_x = width / 2 - 0.5 * size | |
| face_y = height / 2 - 0.5 * size | |
| x1 = size * (cos(y) * cos(r)) + face_x | |
| y1 = size * (cos(p) * sin(r) + cos(r) * sin(p) * sin(y)) + face_y | |
| x2 = size * (-cos(y) * sin(r)) + face_x | |
| y2 = size * (cos(p) * cos(r) - sin(p) * sin(y) * sin(r)) + face_y | |
| x3 = size * (sin(y)) + face_x | |
| y3 = size * (-cos(y) * sin(p)) + face_y | |
| # Draw base in red | |
| cv2.line(img, (int(face_x), int(face_y)), (int(x1), int(y1)), (0, 0, 255), 3) | |
| cv2.line(img, (int(face_x), int(face_y)), (int(x2), int(y2)), (0, 0, 255), 3) | |
| cv2.line(img, (int(x2), int(y2)), (int(x2 + x1 - face_x), int(y2 + y1 - face_y)), (0, 0, 255), 3) | |
| cv2.line(img, (int(x1), int(y1)), (int(x1 + x2 - face_x), int(y1 + y2 - face_y)), (0, 0, 255), 3) | |
| # Draw pillars in blue | |
| cv2.line(img, (int(face_x), int(face_y)), (int(x3), int(y3)), (255, 0, 0), 2) | |
| cv2.line(img, (int(x1), int(y1)), (int(x1 + x3 - face_x), int(y1 + y3 - face_y)), (255, 0, 0), 2) | |
| cv2.line(img, (int(x2), int(y2)), (int(x2 + x3 - face_x), int(y2 + y3 - face_y)), (255, 0, 0), 2) | |
| cv2.line(img, (int(x2 + x1 - face_x), int(y2 + y1 - face_y)), | |
| (int(x3 + x1 + x2 - 2 * face_x), int(y3 + y2 + y1 - 2 * face_y)), (255, 0, 0), 2) | |
| # Draw top in green | |
| cv2.line(img, (int(x3 + x1 - face_x), int(y3 + y1 - face_y)), | |
| (int(x3 + x1 + x2 - 2 * face_x), int(y3 + y2 + y1 - 2 * face_y)), (0, 255, 0), 2) | |
| cv2.line(img, (int(x2 + x3 - face_x), int(y2 + y3 - face_y)), | |
| (int(x3 + x1 + x2 - 2 * face_x), int(y3 + y2 + y1 - 2 * face_y)), (0, 255, 0), 2) | |
| cv2.line(img, (int(x3), int(y3)), (int(x3 + x1 - face_x), int(y3 + y1 - face_y)), (0, 255, 0), 2) | |
| cv2.line(img, (int(x3), int(y3)), (int(x3 + x2 - face_x), int(y3 + y2 - face_y)), (0, 255, 0), 2) | |
| return img | |
| def visualize_headpose(img, yaw, pitch, roll, save_path=None, to_bgr=False): | |
| img = np.copy(img) | |
| if to_bgr: | |
| img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR) | |
| show_string = (f'y {yaw[0].item():.2f}, p {pitch[0].item():.2f}, ' + f'r {roll[0].item():.2f}') | |
| cv2.putText(img, show_string, (30, img.shape[0] - 30), fontFace=1, fontScale=1, color=(0, 0, 255), thickness=2) | |
| draw_pose_cube(img, yaw[0], pitch[0], roll[0], size=100) | |
| draw_axis(img, yaw[0], pitch[0], roll[0], tdx=50, tdy=50, size=100) | |
| # save img | |
| if save_path is not None: | |
| cv2.imwrite(save_path, img) | |