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pose_estimation_module.py
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pose_estimation_module.py
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import cv2
import mediapipe as mp
import time
import math
class poseDetector():
def __init__(self,mode=False,upBody=False,smooth=True,
detectionCon=False,trackCon=0.5):
self.mode = mode
self.upBody = upBody
self.smooth = smooth
self.detectionCon = detectionCon
self.trackCon = trackCon
self.mpDraw = mp.solutions.drawing_utils
self.mpPose = mp.solutions.pose
self.pose = self.mpPose.Pose(self.mode,self.upBody,self.smooth,self.detectionCon,self.trackCon)
def findPose(self,img,draw=True):
imgRGB = cv2.cvtColor(img,cv2.COLOR_BGR2RGB)
self.results = self.pose.process(imgRGB)
if self.results.pose_landmarks:
if draw:
self.mpDraw.draw_landmarks(img,self.results.pose_landmarks,self.mpPose.POSE_CONNECTIONS)
return img
def getPosetion(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
cx,cy = int(lm.x * w),int(lm.y * h)
self.lmList.append([id,cx,cy])
if draw:
cv2.circle(img,(cx,cy),10,(255,0,0),cv2.FILLED)
return self.lmList
def findAngle(self,img,p1,p2,p3,draw=True):
#landmarks
x1,y1=self.lmList[p1][1:]
x2,y2=self.lmList[p2][1:]
x3,y3=self.lmList[p3][1:]
# Angle
angle=math.degrees(math.atan2(y3-y2,x3-x2)-math.atan2(y1-y2,x1-x2))
if angle<0:
angle+=360
# Draw
if draw:
cv2.line(img,(x1,y1),(x2,y2),(255,255,255),3)
cv2.line(img,(x3,y3),(x2,y2),(255,255,255),3)
cv2.circle(img,(x1,y1),10,(255,0,0),cv2.FILLED)
cv2.circle(img,(x1,y1),15,(255,0,0),2)
cv2.circle(img,(x2,y2),10,(255,0,0),cv2.FILLED)
cv2.circle(img,(x2,y2),15,(255,0,0),2)
cv2.circle(img,(x3,y3),10,(255,0,0),cv2.FILLED)
cv2.circle(img,(x3,y3),15,(255,0,0),2)
cv2.putText(img,str(int(angle)),(x2-50,y2+50),cv2.FONT_HERSHEY_PLAIN,2,(255,0,255),2)
return angle
def main():
cap = cv2.VideoCapture(0,cv2.CAP_DSHOW)
pTime = 0
detector = poseDetector()
while True:
success,img = cap.read()
img = detector.findPose(img)
lmList = detector.getPosetion(img)
if len(lmList) != 0:
cv2.circle(img,(lmList [0] [1],lmList [0] [2]),10,(255,0,0),cv2.FILLED)
cTime = time.time()
fps = 1 / (cTime-pTime)
pTime = cTime
cv2.putText(img,str(int(fps)),(70,50),cv2.FONT_HERSHEY_PLAIN,3,
(255,0,255),3)
cv2.imshow("Image",img)
cv2.waitKey(10)
if __name__ == "__main__":
main()