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... | @@ -24,7 +24,7 @@ print('Running on device: {}'.format(device)) | ... | @@ -24,7 +24,7 @@ print('Running on device: {}'.format(device)) |
24 | 24 | ||
25 | mtcnn = MTCNN(keep_all=True, post_process=True, device=device) | 25 | mtcnn = MTCNN(keep_all=True, post_process=True, device=device) |
26 | 26 | ||
27 | -uri = 'ws://localhost:8765' | 27 | +uri = 'ws://169.56.95.131:8765' |
28 | 28 | ||
29 | async def send_face(face_list, image_list): | 29 | async def send_face(face_list, image_list): |
30 | async with websockets.connect(uri) as websocket: | 30 | async with websockets.connect(uri) as websocket: | ... | ... |
client/clinet(window).py
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100644 → 0
1 | -################################################## | ||
2 | -#1. webcam에서 얼굴을 인식합니다. | ||
3 | -#2. 얼굴일 확률이 97% 이상이고 영역이 15000 이상인 이미지를 서버에 전송 | ||
4 | -################################################## | ||
5 | -import torch | ||
6 | -import numpy as np | ||
7 | -import cv2 | ||
8 | -import asyncio | ||
9 | -import websockets | ||
10 | -import json | ||
11 | -import os | ||
12 | -import timeit | ||
13 | -import base64 | ||
14 | - | ||
15 | -from PIL import Image | ||
16 | -from io import BytesIO | ||
17 | -import requests | ||
18 | - | ||
19 | -from models.mtcnn import MTCNN | ||
20 | - | ||
21 | -device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu') | ||
22 | -print('Running on device: {}'.format(device)) | ||
23 | - | ||
24 | -mtcnn = MTCNN(keep_all=True, device=device) | ||
25 | - | ||
26 | -uri = 'ws://localhost:8765' | ||
27 | - | ||
28 | -async def send_face(face_list, image_list): | ||
29 | - async with websockets.connect(uri) as websocket: | ||
30 | - for face, image in zip(face_list, image_list): | ||
31 | - #type: np.float32 | ||
32 | - send = json.dumps({'action': 'verify', 'MTCNN': face.tolist()}) | ||
33 | - await websocket.send(send) | ||
34 | - recv = await websocket.recv() | ||
35 | - data = json.loads(recv) | ||
36 | - if data['status'] == 'success': | ||
37 | - # 성공 | ||
38 | - print(data['student_id'], 'is attend') | ||
39 | - else: | ||
40 | - print('verification failed:', data['status']) | ||
41 | - if data['status'] == 'failed': | ||
42 | - send = json.dumps({'action': 'save_image', 'image': image.tolist()}) | ||
43 | - | ||
44 | -def detect_face(frame): | ||
45 | - results = mtcnn.detect(frame) | ||
46 | - faces = mtcnn(frame, return_prob = False) | ||
47 | - image_list = [] | ||
48 | - face_list = [] | ||
49 | - if results[1][0] == None: | ||
50 | - return [], [] | ||
51 | - for box, face, prob in zip(results[0], faces, results[1]): | ||
52 | - if prob < 0.97: | ||
53 | - continue | ||
54 | - print('face detected. prob:', prob) | ||
55 | - x1, y1, x2, y2 = box | ||
56 | - if (x2-x1) * (y2-y1) < 15000: | ||
57 | - # 얼굴 해상도가 너무 낮으면 무시 | ||
58 | - continue | ||
59 | - # 얼굴 주변 ±3 영역 저장 | ||
60 | - image = frame[int(y1-3):int(y2+3), int(x1-3):int(x2+3)] | ||
61 | - image_list.append(image) | ||
62 | - # MTCNN 데이터 저장 | ||
63 | - face_list.append(face.numpy()) | ||
64 | - return image_list, face_list | ||
65 | - | ||
66 | -def make_face_list(frame): | ||
67 | - results, prob = mtcnn(frame, return_prob = True) | ||
68 | - face_list = [] | ||
69 | - if prob[0] == None: | ||
70 | - return [] | ||
71 | - for result, prob in zip(results, prob): | ||
72 | - if prob < 0.97: | ||
73 | - continue | ||
74 | - #np.float32 | ||
75 | - face_list.append(result.numpy()) | ||
76 | - return face_list | ||
77 | - | ||
78 | -if __name__ == '__main__': | ||
79 | - cap = cv2.VideoCapture(0, cv2.CAP_DSHOW) | ||
80 | - cap.set(3, 720) | ||
81 | - cap.set(4, 480) | ||
82 | - cv2.namedWindow("img", cv2.WINDOW_NORMAL) | ||
83 | - while True: | ||
84 | - try: | ||
85 | - ret, frame = cap.read() | ||
86 | - cv2.imshow('img', frame) | ||
87 | - cv2.waitKey(10) | ||
88 | - frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) | ||
89 | - image_list, face_list = detect_face(frame) | ||
90 | - if not face_list: | ||
91 | - continue; | ||
92 | - asyncio.get_event_loop().run_until_complete(send_face(face_list, image_list)) | ||
93 | - except Exception as ex: | ||
94 | - print(ex) |
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