├── .gitignore ├── requirements.txt ├── screenshot ├── demo.gif ├── cover.png ├── demo-2.gif ├── demo-3.gif ├── image.pptx ├── img01.png ├── img02.png └── img03.png ├── client.py ├── server.py ├── README.md └── server.ipynb /.gitignore: -------------------------------------------------------------------------------- 1 | .DS_Store 2 | .ipynb_checkpoints -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | opencv-python 2 | imutils 3 | numpy -------------------------------------------------------------------------------- /screenshot/demo.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1010code/python-webcam-socket-streaming/HEAD/screenshot/demo.gif -------------------------------------------------------------------------------- /screenshot/cover.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1010code/python-webcam-socket-streaming/HEAD/screenshot/cover.png -------------------------------------------------------------------------------- /screenshot/demo-2.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1010code/python-webcam-socket-streaming/HEAD/screenshot/demo-2.gif -------------------------------------------------------------------------------- /screenshot/demo-3.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1010code/python-webcam-socket-streaming/HEAD/screenshot/demo-3.gif -------------------------------------------------------------------------------- /screenshot/image.pptx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1010code/python-webcam-socket-streaming/HEAD/screenshot/image.pptx -------------------------------------------------------------------------------- /screenshot/img01.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1010code/python-webcam-socket-streaming/HEAD/screenshot/img01.png -------------------------------------------------------------------------------- /screenshot/img02.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1010code/python-webcam-socket-streaming/HEAD/screenshot/img02.png -------------------------------------------------------------------------------- /screenshot/img03.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1010code/python-webcam-socket-streaming/HEAD/screenshot/img03.png -------------------------------------------------------------------------------- /client.py: -------------------------------------------------------------------------------- 1 | import cv2 2 | import io 3 | import socket 4 | import struct 5 | import time 6 | import pickle 7 | import numpy as np 8 | import imutils 9 | 10 | 11 | client_socket = socket.socket(socket.AF_INET, socket.SOCK_STREAM) 12 | # client_socket.connect(('0.tcp.ngrok.io', 19194)) 13 | client_socket.connect(('10.19.15.138', 8485)) 14 | 15 | cam = cv2.VideoCapture(0) 16 | img_counter = 0 17 | 18 | #encode to jpeg format 19 | #encode param image quality 0 to 100. default:95 20 | #if you want to shrink data size, choose low image quality. 21 | encode_param=[int(cv2.IMWRITE_JPEG_QUALITY),90] 22 | 23 | while True: 24 | ret, frame = cam.read() 25 | # 影像縮放 26 | frame = imutils.resize(frame, width=320) 27 | # 鏡像 28 | frame = cv2.flip(frame,180) 29 | result, image = cv2.imencode('.jpg', frame, encode_param) 30 | data = pickle.dumps(image, 0) 31 | size = len(data) 32 | 33 | if img_counter%10==0: 34 | client_socket.sendall(struct.pack(">L", size) + data) 35 | cv2.imshow('client',frame) 36 | 37 | img_counter += 1 38 | 39 | # 若按下 q 鍵則離開迴圈 40 | if cv2.waitKey(1) & 0xFF == ord('q'): 41 | break 42 | 43 | 44 | cam.release() -------------------------------------------------------------------------------- /server.py: -------------------------------------------------------------------------------- 1 | # Import the required modules 2 | from IPython.display import clear_output 3 | import socket 4 | import sys 5 | import cv2 6 | import matplotlib.pyplot as plt 7 | import pickle 8 | import numpy as np 9 | import struct ## new 10 | import zlib 11 | from PIL import Image, ImageOps 12 | 13 | HOST='' 14 | PORT=8485 15 | 16 | s=socket.socket(socket.AF_INET,socket.SOCK_STREAM) 17 | print('Socket created') 18 | 19 | s.bind((HOST,PORT)) 20 | print('Socket bind complete') 21 | s.listen(10) 22 | print('Socket now listening') 23 | 24 | conn,addr=s.accept() 25 | 26 | data = b"" 27 | payload_size = struct.calcsize(">L") 28 | print("payload_size: {}".format(payload_size)) 29 | while True: 30 | while len(data) < payload_size: 31 | data += conn.recv(4096) 32 | if not data: 33 | cv2.destroyAllWindows() 34 | conn,addr=s.accept() 35 | continue 36 | # receive image row data form client socket 37 | packed_msg_size = data[:payload_size] 38 | data = data[payload_size:] 39 | msg_size = struct.unpack(">L", packed_msg_size)[0] 40 | while len(data) < msg_size: 41 | data += conn.recv(4096) 42 | frame_data = data[:msg_size] 43 | data = data[msg_size:] 44 | # unpack image using pickle 45 | frame=pickle.loads(frame_data, fix_imports=True, encoding="bytes") 46 | frame = cv2.imdecode(frame, cv2.IMREAD_COLOR) 47 | 48 | cv2.imshow('server',frame) 49 | cv2.waitKey(1) -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # python-webcam-socket-streaming 2 | Python OpenCV webcam sending frames through TCP socket. 3 | 4 | ## YouTube Tutorial 5 | [](https://www.youtube.com/watch?v=MQ8JfdvA7Yk) 6 | 7 | ## What is a network Socket? 8 | - A software structure within a network node 9 | - Serves as an endpoint to send & receive 10 | - A combination of protocpl type, IP address and Port number for data communication 11 | 12 | ## Implementation of Sockets 13 | In standard interent protocols like TCP and UDP, socket address is the combination of: 14 | 15 | ``` 16 | socket address = (IP address, port number) 17 | ``` 18 | 19 | ## How to find IP address? 20 | Depending on the operating system, you can easily find the IP address of your machine. Go to the terminal window and run this command: 21 | #### macOS 22 | 23 | ``` 24 | ipconfig getifaddr en0 25 | ``` 26 | #### Windows/Linux/Ubuntu 27 | 28 | ``` 29 | ifconfig 30 | ``` 31 | 32 | > For Windows users. The required IP address will show against IPv4 Address. 33 | 34 | > For Linux and Ubuntu users. The required IP address will be for Wifi LAN (inet). 35 | 36 | ## client-server model 37 | - Server creates socket on startup 38 | - May serve several clients concurrently 39 | - A client should know the server IP and port 40 | 41 | ![](./screenshot/img01.png) 42 | 43 | ## Python Server module 44 | 45 | ![](./screenshot/img02.png) 46 | 47 | ## Python Client module 48 | 49 | ![](./screenshot/img03.png) 50 | 51 | ## Video data transmission 52 | ### At server side 53 | - With OpenCV get video frames of webcam 54 | - With pickle serialize frame to byte data 55 | - Pack each frame data using struct module 56 | - Send data to client and display frame 57 | 58 | ### At client side 59 | - Receive packets and append them to data 60 | - Unpack the data using struct module 61 | - Load the frame using pickle 62 | - Display the frame at client side 63 | 64 | ## Getting Started 65 | ### Clone Project 66 | you can create a new project based on this repo by doing the following: 67 | 68 | ``` 69 | git clone https://github.com/1010code/python-webcam-socket-streaming.git 70 | ``` 71 | 72 | ### Installation 73 | When that's done, install the project dependencies. 74 | 75 | ``` 76 | pip install -r requirements.txt 77 | ``` 78 | 79 | #### Run server 80 | open terminal and execute `server.py`. And we'll create TCP socket and listening 8485 port. 81 | 82 | ``` 83 | python server.py 84 | ``` 85 | 86 | ### Run client 87 | After running the `server.py`, copy paste the IP and PORT to `client.py`. After doing that, then start client. 88 | 89 | ``` 90 | python client.py 91 | ``` 92 | 93 | ## Demo 94 | - PC 1: run server.py 95 | - PC 1: run client.py 96 | 97 | ![](./screenshot/demo.gif) 98 | 99 | 100 | - PC 1: run server.ipynb 101 | - PC 1: run client.py 102 | 103 | ![](./screenshot/demo-2.gif) 104 | 105 | - PC 1: run server.ipynb 106 | - PC 2: run client.py 107 | 108 | ![](./screenshot/demo-3.gif) 109 | 110 | ## Reference 111 | - [kittinan/socket](https://gist.github.com/kittinan/e7ecefddda5616eab2765fdb2affed1b) 112 | - [Socket programming and OpenCv in Python](https://www.youtube.com/watch?v=7-O7yeO3hNQ) -------------------------------------------------------------------------------- /server.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 1, 6 | "metadata": {}, 7 | "outputs": [], 8 | "source": [ 9 | "import cv2\n", 10 | "import numpy as np\n", 11 | "import matplotlib.pyplot as plt\n", 12 | "\n", 13 | "\n", 14 | "\n", 15 | "%load_ext autoreload\n", 16 | "%autoreload 2" 17 | ] 18 | }, 19 | { 20 | "cell_type": "code", 21 | "execution_count": null, 22 | "metadata": {}, 23 | "outputs": [ 24 | { 25 | "data": { 26 | "image/png": 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\n", 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" 29 | ] 30 | }, 31 | "metadata": { 32 | "needs_background": "light" 33 | }, 34 | "output_type": "display_data" 35 | } 36 | ], 37 | "source": [ 38 | "# Import the required modules\n", 39 | "%pylab inline \n", 40 | "from IPython.display import clear_output\n", 41 | "import socket\n", 42 | "import sys\n", 43 | "import cv2\n", 44 | "import matplotlib.pyplot as plt\n", 45 | "import pickle\n", 46 | "import numpy as np\n", 47 | "import struct ## new\n", 48 | "import zlib\n", 49 | "from PIL import Image, ImageOps\n", 50 | "\n", 51 | "HOST=''\n", 52 | "PORT=8485\n", 53 | "\n", 54 | "s=socket.socket(socket.AF_INET,socket.SOCK_STREAM)\n", 55 | "print('Socket created')\n", 56 | "\n", 57 | "s.bind((HOST,PORT))\n", 58 | "print('Socket bind complete')\n", 59 | "s.listen(10)\n", 60 | "print('Socket now listening')\n", 61 | "\n", 62 | "conn,addr=s.accept()\n", 63 | "\n", 64 | "data = b\"\"\n", 65 | "payload_size = struct.calcsize(\">L\")\n", 66 | "print(\"payload_size: {}\".format(payload_size))\n", 67 | "while True:\n", 68 | " while len(data) < payload_size:\n", 69 | " data += conn.recv(4096)\n", 70 | " # receive image row data form client socket\n", 71 | " packed_msg_size = data[:payload_size]\n", 72 | " data = data[payload_size:]\n", 73 | " msg_size = struct.unpack(\">L\", packed_msg_size)[0]\n", 74 | " while len(data) < msg_size:\n", 75 | " data += conn.recv(4096)\n", 76 | " frame_data = data[:msg_size]\n", 77 | " data = data[msg_size:]\n", 78 | " # unpack image using pickle \n", 79 | " frame=pickle.loads(frame_data, fix_imports=True, encoding=\"bytes\")\n", 80 | " frame = cv2.imdecode(frame, cv2.IMREAD_COLOR)\n", 81 | " frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)\n", 82 | " # Resize frame\n", 83 | " bimg = ImageOps.expand(Image.fromarray(frame), border=(0, 80, 0, 80)).resize((256, 256), Image.ANTIALIAS)\n", 84 | " image = np.array(bimg)\n", 85 | " # show realtime image by PIL\n", 86 | " imshow(frame)\n", 87 | " show()\n", 88 | " # Display the frame until new frame is available\n", 89 | " clear_output(wait=True)" 90 | ] 91 | }, 92 | { 93 | "cell_type": "code", 94 | "execution_count": null, 95 | "metadata": {}, 96 | "outputs": [], 97 | "source": [] 98 | } 99 | ], 100 | "metadata": { 101 | "kernelspec": { 102 | "display_name": "Python 3", 103 | "language": "python", 104 | "name": "python3" 105 | }, 106 | "language_info": { 107 | "codemirror_mode": { 108 | "name": "ipython", 109 | "version": 3 110 | }, 111 | "file_extension": ".py", 112 | "mimetype": "text/x-python", 113 | "name": "python", 114 | "nbconvert_exporter": "python", 115 | "pygments_lexer": "ipython3", 116 | "version": "3.7.6" 117 | } 118 | }, 119 | "nbformat": 4, 120 | "nbformat_minor": 4 121 | } 122 | --------------------------------------------------------------------------------