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pose_estimation_modeule.py
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import cv2
import mediapipe as mp
import time
import math
class poseDetector():
def __init__(self, upperBody=False, smooth=True, detectionCon=0.5, trackCon=0.5):
self.upperBody = upperBody
self.smooth = smooth
self.detectionCon = bool(detectionCon)
self.trackCon = bool(trackCon)
self.mpPose=mp.solutions.pose
self.pose = mp.solutions.pose.Pose(self.upperBody, self.smooth, self.detectionCon, self.trackCon)
self.mpDraw = mp.solutions.drawing_utils
def findPose(self,img,draw=True):
imgRGB=cv2.cvtColor(img,cv2.COLOR_BGR2RGB)
self.results=self.pose.process(imgRGB)
#print(self.results.pose_landmarks)
if self.results.pose_landmarks:
if draw:
self.mpDraw.draw_landmarks(
img, self.results.pose_landmarks, self.mpPose.POSE_CONNECTIONS,
landmark_drawing_spec=self.mpDraw.DrawingSpec(color=(255, 0, 0), thickness=5, circle_radius=5),
connection_drawing_spec=self.mpDraw.DrawingSpec(color=(0, 255, 0), thickness=5)
)
return img
def getPos(self,img,draw=True):
self.lmlist=[]
if self.results.pose_landmarks:
for id,lm in enumerate(self.results.pose_landmarks.landmark):
h,w,c=img.shape
#print(id,lm)
cx,cy=int(lm.x*w),int(lm.y*h)
self.lmlist.append([id,cx,cy])
if draw:
cv2.circle(img,(cx,cy),5,(255,0,0),cv2.FILLED)
return self.lmlist
def findAngle(self,img,p1,p2,p3,draw=True):
x1,y1=self.lmlist[p1][1:]
x2,y2=self.lmlist[p2][1:]
x3,y3=self.lmlist[p3][1:]
if draw:
cv2.line(img,(x1,y1),(x2,y2),(255,255,255),3)
cv2.line(img,(x2,y2),(x3,y3),(255,255,255),3)
cv2.circle(img,(x1,y1),10,(0,0,255),cv2.FILLED)
cv2.circle(img,(x2,y2),10,(0,0,255),cv2.FILLED)
cv2.circle(img,(x3,y3),10,(0,0,255),cv2.FILLED)
# Calculate the angle
angle = math.degrees(math.atan2(y2-y1,x2-x1)-math.atan2(y2-y3,x2-x3))
if angle<0:
angle+=360
# Draw
#cv2.putText(img,str(int(angle)),(x2+20,y2-60),cv2.FONT_HERSHEY_PLAIN,2 , (0,0,255),2)
return angle
def main():
pTime=0
cap=cv2.VideoCapture("C://Users//ARYA SHARMA//Downloads//pexels-cottonbro-studio-2795750-3840x2160-25fps.mp4")
frame_height = int(cap.get(4))
new_width = 700 # Set the desired width
new_height = 510 # Set the desired height
detector=poseDetector()
while cap.isOpened():
success,img=cap.read()
img=detector.findPose(img)
lmlist=detector.getPos(img)
if len(lmlist)!=0:
print(lmlist[14])
cv2.circle(img,(lmlist[14][1],lmlist[14][2]),25,(0,0,255),cv2.FILLED)
img = cv2.resize(img, (new_width, new_height))
cTime=time.time()
fps=1/(cTime-pTime)
pTime=cTime
cv2.putText(img,str(int(fps)),(10,70),cv2.FONT_HERSHEY_PLAIN,3,(255,0,255),3)
cv2.imshow("Image",img)
cv2.waitKey(1)
if cv2.waitKey(10) & 0xFF == ord('q'):
break
cap.release()
cv2.destroyAllWindows()
if __name__=="__main__":
main()