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HandTrackingModule.py
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86 lines (69 loc) · 2.56 KB
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import cv2
import mediapipe as mp
import time
class HandDetector:
def __init__(self, mode=False, MaxHands=1, detectionCon=0.5, trackCon=0.5):
self.mode = mode
self.MaxHands = MaxHands
self.detectionCon = detectionCon
self.trackCon = trackCon
self.cap = cv2.VideoCapture(0)
self.mpHands = mp.solutions.hands
self.hands = self.mpHands.Hands(
static_image_mode=self.mode,
max_num_hands=self.MaxHands,
min_detection_confidence=self.detectionCon,
min_tracking_confidence=self.trackCon
)
self.mpDraw = mp.solutions.drawing_utils
def find_hands(self, vid, draw=True):
imageRGB = cv2.cvtColor(vid, cv2.COLOR_BGR2RGB)
self.results = self.hands.process(imageRGB)
if self.results.multi_hand_landmarks:
for handLms in self.results.multi_hand_landmarks:
if draw:
self.mpDraw.draw_landmarks(vid, handLms, self.mpHands.HAND_CONNECTIONS)
return vid
def find_position(self, vid, handNo=0, draw=True, points: list = None):
self.lmList = []
if self.results.multi_hand_landmarks:
activeHand = self.results.multi_hand_landmarks[handNo]
for id, lm in enumerate(activeHand.landmark):
h, w, c = vid.shape
cx, cy = int(lm.x * w), int(lm.y * h)
# print([id, cx, cy])
self.lmList.append([id, cx, cy])
if draw:
if points != None:
if len(points) != 0 and len(self.lmList) != 0:
for point in points:
cv2.circle(
vid, (self.lmList[point][1],
self.lmList[point][2]),
5, (0, 255, 0), -1)
return self.lmList
def main():
pTime = 0
cTime = 0
cap = cv2.VideoCapture(0)
detector = HandDetector()
while True:
success, vid = cap.read()
vid = detector.find_hands(vid=vid, draw=True)
lmList = detector.find_position(vid=vid, draw=True, points=[4, 3])
print(lmList[4:2:-1])
# FPS
cTime = time.time()
fps = 1 / (cTime - pTime)
pTime = cTime
cv2.putText(
vid, "FPS: " + str(int(fps)),
(10, 25), cv2.FONT_HERSHEY_SIMPLEX,
1, (0, 255, 255), 2
)
# Display the resulting frame
cv2.imshow('Image', vid)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
if __name__ == '__main__':
main()