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HandTrackingModule.py
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64 lines (57 loc) · 2.44 KB
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import cv2
import mediapipe as mp
class handDetector:
def __init__(self, mode=False, maxHands=2, detectionCon=0.7, trackCon=0.5):
self.mode = mode
self.maxHands = maxHands
self.detectionCon = detectionCon
self.trackCon = trackCon
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 findHands(self, img, draw=True):
imgRGB = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
self.results = self.hands.process(imgRGB)
if self.results.multi_hand_landmarks:
for handLms in self.results.multi_hand_landmarks:
if draw:
self.mpDraw.draw_landmarks(img, handLms, self.mpHands.HAND_CONNECTIONS)
return img
def findPosition(self, img, handNo=0):
lmList = []
if self.results.multi_hand_landmarks:
hand = self.results.multi_hand_landmarks[handNo]
for id, lm in enumerate(hand.landmark):
h, w, c = img.shape
cx, cy = int(lm.x * w), int(lm.y * h)
lmList.append((id, cx, cy))
return lmList, img
def fingersUp(self):
fingers = []
if not self.results.multi_hand_landmarks:
return fingers
hand = self.results.multi_hand_landmarks[0]
landmarks = hand.landmark
# Thumb
fingers.append(landmarks[4].x < landmarks[3].x)
# Fingers
for tip in [8, 12, 16, 20]:
fingers.append(landmarks[tip].y < landmarks[tip - 2].y)
return fingers
def findDistance(self, p1, p2, img, draw=True):
lmList, _ = self.findPosition(img)
if not lmList:
return 0, img, None
x1, y1 = lmList[p1][1:]
x2, y2 = lmList[p2][1:]
cx, cy = (x1 + x2) // 2, (y1 + y2) // 2
length = ((x2 - x1) ** 2 + (y2 - y1) ** 2) ** 0.5
if draw:
cv2.line(img, (x1, y1), (x2, y2), (255, 0, 255), 2)
cv2.circle(img, (x1, y1), 10, (255, 0, 255), -1)
cv2.circle(img, (x2, y2), 10, (255, 0, 255), -1)
cv2.circle(img, (cx, cy), 10, (0, 0, 255), -1)
return length, img, (x1, y1, x2, y2, cx, cy)