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PoseModule.py
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94 lines (75 loc) · 3.28 KB
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import cv2
import mediapipe as mp
import math
class poseDetector() :
def __init__(self, mode=False, complexity=1, smooth_landmarks=True,
enable_segmentation=False, smooth_segmentation=True,
detectionCon=0.5, trackCon=0.5):
self.mode = mode
self.complexity = complexity
self.smooth_landmarks = smooth_landmarks
self.enable_segmentation = enable_segmentation
self.smooth_segmentation = smooth_segmentation
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.complexity, self.smooth_landmarks,
self.enable_segmentation, self.smooth_segmentation,
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 findPosition(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), 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:]
angle = math.degrees(math.atan2(y3-y2, x3-x2) -
math.atan2(y1-y2, x1-x2))
if angle < 0:
angle += 360
if angle > 180:
angle = 360 - angle
elif angle > 180:
angle = 360 - angle
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), 5, (0,0,255), cv2.FILLED)
cv2.circle(img, (x1, y1), 15, (0,0,255), 2)
cv2.circle(img, (x2, y2), 5, (0,0,255), cv2.FILLED)
cv2.circle(img, (x2, y2), 15, (0,0,255), 2)
cv2.circle(img, (x3, y3), 5, (0,0,255), cv2.FILLED)
cv2.circle(img, (x3, y3), 15, (0,0,255), 2)
cv2.putText(img, str(int(angle)), (x2-50, y2+50),
cv2.FONT_HERSHEY_PLAIN, 2, (0,0,255), 2)
return angle
def main():
detector = poseDetector()
cap = cv2.VideoCapture(0)
while cap.isOpened():
ret, img = cap.read()
if ret:
img = detector.findPose(img)
cv2.imshow('Pose Detection', img)
if cv2.waitKey(10) & 0xFF == ord('q'):
break
cap.release()
cv2.destroyAllWindows()
if __name__ == "__main__":
main()