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add convert_98_to_68_landmarks
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xinntao committed Sep 10, 2021
1 parent d020096 commit d24c491
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import numpy as np


def load_txt_file(file_path):
"""Load data or string from txt file."""

with open(file_path, 'r') as cfile:
content = cfile.readlines()
cfile.close()
content = [x.strip() for x in content]
num_lines = len(content)
return content, num_lines


def anno_parser(anno_path, num_pts, line_offset=0):
"""Parse the annotation.
Args:
anno_path: path of anno file (suffix .txt)
num_pts: number of landmarks.
line_offset: first point starts, default: 0.
Returns:
pts: num_pts x 2 (x, y)
"""

data, _ = load_txt_file(anno_path)
n_points = num_pts
# read points coordinate.
pts = np.zeros((n_points, 2), dtype='float32')
for point_index in range(n_points):
try:
pts_list = data[point_index + line_offset].split(',')
pts[point_index, 0] = float(pts_list[0])
pts[point_index, 1] = float(pts_list[1])
except ValueError:
print(f'Error in loading points in {anno_path}')
return pts


def landmark_98_to_68(landmark_98):
"""Transfer 98 landmark positions to 68 landmark positions.
Args:
landmark_98(numpy array): Polar coordinates of 98 landmarks, (98, 2)
Returns:
landmark_68(numpy array): Polar coordinates of 98 landmarks, (68, 2)
"""

landmark_68 = np.zeros((68, 2), dtype='float32')
# cheek
for i in range(0, 33):
if i % 2 == 0:
landmark_68[int(i / 2), :] = landmark_98[i, :]
# nose
for i in range(51, 60):
landmark_68[i - 24, :] = landmark_98[i, :]
# mouth
for i in range(76, 96):
landmark_68[i - 28, :] = landmark_98[i, :]
# left eyebrow
landmark_68[17, :] = landmark_98[33, :]
landmark_68[18, :] = (landmark_98[34, :] + landmark_98[41, :]) / 2
landmark_68[19, :] = (landmark_98[35, :] + landmark_98[40, :]) / 2
landmark_68[20, :] = (landmark_98[36, :] + landmark_98[39, :]) / 2
landmark_68[21, :] = (landmark_98[37, :] + landmark_98[38, :]) / 2
# right eyebrow
landmark_68[22, :] = (landmark_98[42, :] + landmark_98[50, :]) / 2
landmark_68[23, :] = (landmark_98[43, :] + landmark_98[49, :]) / 2
landmark_68[24, :] = (landmark_98[44, :] + landmark_98[48, :]) / 2
landmark_68[25, :] = (landmark_98[45, :] + landmark_98[47, :]) / 2
landmark_68[26, :] = landmark_98[46, :]
# left eye
LUT_landmark_68_left_eye = [36, 37, 38, 39, 40, 41]
LUT_landmark_98_left_eye = [60, 61, 63, 64, 65, 67]
for idx, landmark_98_index in enumerate(LUT_landmark_98_left_eye):
landmark_68[LUT_landmark_68_left_eye[idx], :] = landmark_98[landmark_98_index, :]
# right eye
LUT_landmark_68_right_eye = [42, 43, 44, 45, 46, 47]
LUT_landmark_98_right_eye = [68, 69, 71, 72, 73, 75]
for idx, landmark_98_index in enumerate(LUT_landmark_98_right_eye):
landmark_68[LUT_landmark_68_right_eye[idx], :] = landmark_98[landmark_98_index, :]

return landmark_68

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