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FaceMeshModule.py
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73 lines (55 loc) · 2.37 KB
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import cv2
import time
import mediapipe as mp
class FaceMeshDetector():
def __init__(self, staticMode=False, maxFaces=2, refineLms=False, minDetectionCon = 0.5, minTrackCon=0.5):
self.staticMode = staticMode
self.maxFaces = maxFaces
self.refineLms = refineLms
self.minDetectionCon = minDetectionCon
self.minTrackCon = minTrackCon
# points of the face
self.mpDraw = mp.solutions.drawing_utils
self.mpFaceMesh = mp.solutions.face_mesh
self.faceMesh = self.mpFaceMesh.FaceMesh(self.staticMode, self.maxFaces,
self.refineLms, self.minDetectionCon, self.minTrackCon)
# to change the size of points and lines, then we need to write the specifications on mpDraw
self.drawSpec = self.mpDraw.DrawingSpec(thickness=1, circle_radius=1, color=[255, 0, 0])
def findFaceMesh(self, img, draw=True):
self.imgRGB = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
self.results = self.faceMesh.process(self.imgRGB)
faces = []
if self.results.multi_face_landmarks:
for faceLms in self.results.multi_face_landmarks:
if draw:
self.mpDraw.draw_landmarks(img, faceLms, self.mpFaceMesh.FACEMESH_CONTOURS,
self.drawSpec, self.drawSpec)
face = []
# get all the points, landmarks
for id, lm in enumerate(faceLms.landmark):
#print(lm)
ih, iw, ic = img.shape
x, y = int(lm.x*iw), int(lm.y*ih)
#cv2.putText(img, str(id), (x, y), cv2.FONT_HERSHEY_PLAIN, 0.4, (255,0, 0), 1)
# print(id, x, y)
face.append([x, y])
faces.append(face)
return img, faces
def main():
cap = cv2.VideoCapture('Videos/1.mp4')
pTime = 0
# object
detector = FaceMeshDetector()
while True:
success, img = cap.read()
img, faces = detector.findFaceMesh(img)
if len(faces) != 0:
print(len(faces))
cTime = time.time()
fps = 1/(cTime - pTime)
pTime = cTime
cv2.putText(img, f'FPS: {int(fps)}', (20,70), cv2.FONT_HERSHEY_PLAIN,3, (255,0,0), 3)
cv2.imshow('Image', img)
cv2.waitKey(10)
if __name__ == '__main__':
main()