Created
September 21, 2018 19:49
-
-
Save smeschke/12936dc6cd58024eb424f380461e8baa to your computer and use it in GitHub Desktop.
Ensure that body parts are always in the right places
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import pandas as pd | |
import numpy as np | |
import cv2, os | |
import csv | |
input_source = "/home/stephen/Desktop/me.MP4" | |
cap = cv2.VideoCapture(input_source) | |
frame_number = 0 | |
font, scale, colorText, thick = cv2.FONT_HERSHEY_SIMPLEX, .5, (234,234,234), 1 | |
size, color, thickness = 5, (255,255,255), 5 | |
#get pose data - data is generated by open pose video | |
df = pd.read_csv('/home/stephen/Desktop/open_pose_data.csv') | |
# there are 15 points in the skeleton | |
# 0 head | |
# 1 neck | |
# 2, 5 shoulders | |
# 3, 6 elbows | |
# 4, 7 hands | |
# 8, 11 hips | |
# 9, 12 knees | |
# 10, 13 ankles | |
# 14 torso | |
data = [] | |
while cv2.waitKey(10) < 0 and frame_number<len(df.values)-2: | |
ret, img = cap.read() | |
if not ret: break | |
try: values = df.values[frame_number] | |
except: break | |
values = np.array(values, int) | |
points = [] | |
points.append((values[0], values[1])) | |
points.append((values[2], values[3])) | |
points.append((values[4], values[5])) | |
points.append((values[6], values[7])) | |
points.append((values[8], values[9])) | |
points.append((values[10], values[11])) | |
points.append((values[12], values[13])) | |
points.append((values[14], values[15])) | |
points.append((values[16], values[17])) | |
points.append((values[18], values[19])) | |
points.append((values[20], values[21])) | |
points.append((values[22], values[23])) | |
points.append((values[24], values[25])) | |
points.append((values[26], values[27])) | |
points.append((values[28], values[29])) | |
#create a blank list to store the non-swapped poitns | |
non_swap_points = [] | |
for i in range(15): non_swap_points.append((0,0)) | |
#add the head, that point never changes | |
non_swap_points[0] = points[0] | |
#add the neck, that point never changes | |
non_swap_points[1] = points[1] | |
#add the torso, that never changes | |
non_swap_points[14] = points[14] | |
#swap the left and right shoulders (2 and 5) | |
if points[2][0]<points[5][0]: | |
non_swap_points[2] = points[2] | |
non_swap_points[5] = points[5] | |
else: | |
non_swap_points[2] = points[5] | |
non_swap_points[5] = points[2] | |
# swap the elbows | |
if points[3][0]<points[6][0]: | |
non_swap_points[3] = points[3] | |
non_swap_points[6] = points[6] | |
else: | |
non_swap_points[6] = points[3] | |
non_swap_points[3] = points[6] | |
#swap the hands | |
if points[4][0]<points[7][0]: | |
non_swap_points[4] = points[4] | |
non_swap_points[7] = points[7] | |
else: | |
non_swap_points[7] = points[4] | |
non_swap_points[4] = points[7] | |
#swap the hips | |
if points[8][0]<points[11][0]: | |
non_swap_points[11] = points[11] | |
non_swap_points[8] = points[8] | |
else: | |
non_swap_points[8] = points[11] | |
non_swap_points[11] = points[8] | |
#swap the knees | |
if points[9][0]<points[12][0]: | |
non_swap_points[9] = points[9] | |
non_swap_points[12] = points[12] | |
else: | |
non_swap_points[12] = points[9] | |
non_swap_points[9] = points[12] | |
#swap the feet | |
if points[10][0]<points[13][0]: | |
non_swap_points[10] = points[10] | |
non_swap_points[13] = points[13] | |
else: | |
non_swap_points[13] = points[10] | |
non_swap_points[10] = points[13] | |
for point in non_swap_points: | |
cv2.circle(img, point, 3, (0, 0, 255), 3) | |
cv2.putText(img, str(non_swap_points.index(point)), point, font, scale, colorText, thick, cv2.LINE_AA) | |
cv2.imshow('Output-Skeleton', img) | |
frame_number+=1 | |
data.append(non_swap_points) | |
cv2.destroyAllWindows() | |
with open('/home/stephen/Desktop/swapped_body_parts.csv', 'w') as csvfile: | |
fieldnames = [] | |
for i in range(30): fieldnames.append(str(i)) | |
writer = csv.DictWriter(csvfile, fieldnames=fieldnames) | |
writer.writeheader() | |
for trick in data: | |
writer.writerow({'0': trick[0][0], | |
'1':trick[0][1], | |
'2':trick[1][0], | |
'3':trick[1][1], | |
'4':trick[2][0], | |
'5':trick[2][1], | |
'6':trick[3][0], | |
'7':trick[3][1], | |
'8':trick[4][0], | |
'9':trick[4][1], | |
'10':trick[5][0], | |
'11':trick[5][1], | |
'12':trick[6][0], | |
'13':trick[6][1], | |
'14':trick[7][0], | |
'15':trick[7][1], | |
'16':trick[8][0], | |
'17':trick[8][1], | |
'18':trick[9][0], | |
'19':trick[9][1], | |
'20':trick[10][0], | |
'21':trick[10][1], | |
'22':trick[11][0], | |
'23':trick[11][1], | |
'24':trick[12][0], | |
'25':trick[12][1], | |
'26':trick[13][0], | |
'27':trick[13][1], | |
'28':trick[14][0], | |
'29':trick[14][1]}) | |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment