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app.py
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import cv2
import numpy as np
import av
import mediapipe as mp
from streamlit_webrtc import webrtc_streamer, WebRtcMode, RTCConfiguration
mp_drawing = mp.solutions.drawing_utils
mp_drawing_styles = mp.solutions.drawing_styles
mp_hands = mp.solutions.hands
hands = mp_hands.Hands(
model_complexity=0,
min_detection_confidence=0.5,
min_tracking_confidence=0.5
)
def process(image):
image.flags.writeable = False
image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
results = hands.process(image)
# Draw the hand annotations on the image.
image.flags.writeable = True
image = cv2.cvtColor(image, cv2.COLOR_RGB2BGR)
if results.multi_hand_landmarks:
for hand_landmarks in results.multi_hand_landmarks:
mp_drawing.draw_landmarks(
image,
hand_landmarks,
mp_hands.HAND_CONNECTIONS,
mp_drawing_styles.get_default_hand_landmarks_style(),
mp_drawing_styles.get_default_hand_connections_style())
return cv2.flip(image, 1)
RTC_CONFIGURATION = RTCConfiguration(
{"iceServers": [{"urls": ["stun:stun.l.google.com:19302"]}]}
)
class VideoProcessor:
def recv(self, frame):
img = frame.to_ndarray(format="bgr24")
img = process(img)
return av.VideoFrame.from_ndarray(img, format="bgr24")
webrtc_ctx = webrtc_streamer(
key="WYH",
mode=WebRtcMode.SENDRECV,
rtc_configuration=RTC_CONFIGURATION,
media_stream_constraints={"video": True, "audio": False},
video_processor_factory=VideoProcessor,
async_processing=True,
)