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Social Distancing using Face detection + Web Stream

Using M5stickV (UnitV)and its standard Face Detection Model.....Upgrade to enable for Web Stream using M5stickC(ESP32)

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Social Distancing using Face detection + Web Stream

Things used in this project

Story

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Schematics

PC M5stickV Connection

Code

demo_find_face_social_distancing

MicroPython
Maixpy IDE
#Reuse the demo find face to create a social distancing....
#Viola variable like a umber of face inbetween
#Viola =3.5 #average distance in between
#Dist distance between two face (center of the face)
#AvgFace smallest diagonal face


#sample face used  https://australiascience.tv/app/uploads/2020/03/200306_Coronavirus-myths-by-WHO_Body_woman-in-facemask-in-street.jpg
import sensor
import image
import lcd
import KPU as kpu
import math
img = image.Image()
lcd.init()
sensor.reset()
sensor.set_pixformat(sensor.RGB565)
sensor.set_framesize(sensor.QVGA)
sensor.run(1)
from array import *

task = kpu.load(0x300000) # you need put model(face.kfpkg) in flash at address 0x300000
# task = kpu.load("/sd/face.kmodel")
anchor = (1.889, 2.5245, 2.9465, 3.94056, 3.99987, 5.3658, 5.155437, 6.92275, 6.718375, 9.01025)
a = kpu.init_yolo2(task, 0.5, 0.3, 5, anchor)




while(True):
    img = sensor.snapshot()
    code = kpu.run_yolo2(task, img)
    if code:
        Xcor=[]
        Ycor=[]
        Wd=[]
        Lh=[]
        for i in code:
            print(i.index())
            print("Cx",i.x()+(i.w()/2))
            print("Cy",i.y()+(i.h()/2))

            Xcor.insert(i.index(),i.x()+(i.w()/2))
            Ycor.insert(i.index(),i.y()+(i.h()/2))
            Wd.insert(i.index(),i.w())
            Lh.insert(i.index(),i.h())
            n=len(Xcor)
            print("face detected", n )
            a = img.draw_rectangle(i.rect())
        for r in range(n-1):
            for c in range(0,n-r-1):

                Dist = math.sqrt(((Xcor[c] - Xcor[c+1])**2) + (Ycor[c] - Ycor[c+1])**2)

                uno =math.sqrt(((Wd[c] )**2) + ((Lh[c])**2))
                print("Uno",uno)
                dos =math.sqrt(((Wd[c+1] )**2) + ((Lh[c+1])**2))
                print("Dos",dos)
                AvgFace = uno
                if uno >=dos:
                    AvgFace = dos
                print("Average Face Diagonal",AvgFace)
                print("Distance",Dist)
                Viola =4 #average face distance in between
                if ( Viola >= Dist/AvgFace ):
                    print("ViolatoR", c , c+1)
                    img.draw_string(int(Xcor[c]), int(Ycor[c]-(Lh[c]*0.25)), "X", scale=3)
                    img.draw_string(int(Xcor[c+1]), int(Ycor[c+1]-(Lh[c+1]*0.25)), "X", scale=3)
                    #lcd.draw_string(int(Xcor[c])  , int(Ycor[c])   , "XX", lcd.RED, lcd.BLACK)
                    #lcd.draw_string(int(Xcor[c+1])  , int(Ycor[c+1])   , "XX", lcd.RED, lcd.BLACK)
        del Xcor
        del Ycor
        del Lh
        del Wd
    a = lcd.display(img)

a = kpu.deinit(task)

M5stickC

Arduino
Act as Access point
Original code from https://homemadegarbage.com/ai13....
Added simplified Streaming Function "mstream" and "mpic" make it ACCESS POINT....<---less lines
#include <WiFi.h>
#include <WiFiClient.h>
#include <WebServer.h>
#include <ESPmDNS.h>
#include <M5StickC.h>
#include "soc/soc.h" //disable brownout problems
#include "soc/rtc_cntl_reg.h"  //disable brownout problems
//#include "esp_http_server.h"




WebServer server(80);

typedef struct {
  uint32_t length;
  uint8_t *buf;
} jpeg_data_t;

jpeg_data_t jpeg_data;
static const int RX_BUF_SIZE = 100000;

static const uint8_t packet_begin[3] = { 0xFF, 0xD8, 0xEA };

const char HEADER[] = "HTTP/1.1 200 OK\r\n" \
                      "Access-Control-Allow-Origin: *\r\n" \
                      "Content-Type: multipart/x-mixed-replace; boundary=123456789000000000000987654321\r\n";
const char BOUNDARY[] = "\r\n--123456789000000000000987654321\r\n";
const char CTNTTYPE[] = "Content-Type: image/jpeg\r\nContent-Length: ";
const int hdrLen = strlen(HEADER);
const int bdrLen = strlen(BOUNDARY);
const int cntLen = strlen(CTNTTYPE);

void handle_jpg_stream(void)
{
  char buf[32];
  int s;

  WiFiClient client = server.client();

  client.write(HEADER, hdrLen);
  client.write(BOUNDARY, bdrLen);

  while (true)
  {//if (!client.connected()) break;
    
        if (Serial2.available()) {
      digitalWrite(10, LOW);
      uint8_t rx_buffer[10];
      int rx_size = Serial2.readBytes(rx_buffer, 10);    
      if (rx_size == 10) {
        if ((rx_buffer[0] == packet_begin[0]) && (rx_buffer[1] == packet_begin[1]) && (rx_buffer[2] == packet_begin[2])) 
        {
          jpeg_data.length = (uint32_t)(rx_buffer[4] << 16) | (rx_buffer[5] << 8) | rx_buffer[6];
          Serial.println(jpeg_data.length);
  
          int rx_size = Serial2.readBytes(jpeg_data.buf, jpeg_data.length);
                    client.write(CTNTTYPE, cntLen);
    sprintf( buf, "%d\r\n\r\n", jpeg_data.length );
    client.write(buf, strlen(buf));
          client.write(jpeg_data.buf, jpeg_data.length); 
 //   client.write((char *)jpeg_data.buf, jpeg_data.length);
    client.write(BOUNDARY, bdrLen);  

          
       
        }
      }
 
    }


  }
}


const char JHEADER[] = "HTTP/1.1 200 OK\r\n" \
                       "Content-disposition: inline; filename=capture.jpg\r\n" \
                       "Content-type: image/jpeg\r\n\r\n";
const int jhdLen = strlen(JHEADER);

void handle_jpg(void)
{
  int state = 1;
  WiFiClient client = server.client();

  while(state){

  //if (!client.connected()) return;
    if (Serial2.available()) {
      digitalWrite(10, LOW);
      uint8_t rx_buffer[10];
      int rx_size = Serial2.readBytes(rx_buffer, 10);    
      if (rx_size == 10) {
        if ((rx_buffer[0] == packet_begin[0]) && (rx_buffer[1] == packet_begin[1]) && (rx_buffer[2] == packet_begin[2])) {
          jpeg_data.length = (uint32_t)(rx_buffer[4] << 16) | (rx_buffer[5] << 8) | rx_buffer[6];
          Serial.println(jpeg_data.length);
  
          int rx_size = Serial2.readBytes(jpeg_data.buf, jpeg_data.length);
              client.write(JHEADER, jhdLen);
    client.write(jpeg_data.buf, jpeg_data.length);


           

  //client.write((char *)cam.getfb(), cam.getSize());
        }
      }
    }
}}

void handleNotFound()
{
  String message = "Server is running!\n\n";
  message += "URI: ";
  message += server.uri();
  message += "\nMethod: ";
  message += (server.method() == HTTP_GET) ? "GET" : "POST";
  message += "\nArguments: ";
  message += server.args();
  message += "\n";
  server.send(200, "text / plain", message);
}




void sendPic() {
  int state = 1;
  WiFiClient client = server.client();

  while(state){
    if (Serial2.available()) {
      digitalWrite(10, LOW);
      uint8_t rx_buffer[10];
      int rx_size = Serial2.readBytes(rx_buffer, 10);    
      if (rx_size == 10) {
        if ((rx_buffer[0] == packet_begin[0]) && (rx_buffer[1] == packet_begin[1]) && (rx_buffer[2] == packet_begin[2])) {
          jpeg_data.length = (uint32_t)(rx_buffer[4] << 16) | (rx_buffer[5] << 8) | rx_buffer[6];
          Serial.println(jpeg_data.length);
  
          int rx_size = Serial2.readBytes(jpeg_data.buf, jpeg_data.length);

          client.write(jpeg_data.buf, jpeg_data.length); 
          state = 0;
        }
      }
    }
  }
}

void streamPic() {
  int state = 1;

  while(state){
    if (Serial2.available()) {
      digitalWrite(10, LOW);
      uint8_t rx_buffer[10];
      int rx_size = Serial2.readBytes(rx_buffer, 10);    
      if (rx_size == 10) {
        if ((rx_buffer[0] == packet_begin[0]) && (rx_buffer[1] == packet_begin[1]) && (rx_buffer[2] == packet_begin[2])) {
          jpeg_data.length = (uint32_t)(rx_buffer[4] << 16) | (rx_buffer[5] << 8) | rx_buffer[6];
          Serial.println(jpeg_data.length);
  
          int rx_size = Serial2.readBytes(jpeg_data.buf, jpeg_data.length);
          state = 0;
        }
      }
    }
  }
  WiFiClient client = server.client();
  
  String response = "HTTP/1.1 200 OK\r\n";
  response += "Content-Type: multipart/x-mixed-replace; boundary=frame\r\n\r\n";
  server.sendContent(response);

  while (1)  {
    digitalWrite(10, HIGH);
          
    if (Serial2.available()) {
      digitalWrite(10, LOW);
      uint8_t rx_buffer[10];
      int rx_size = Serial2.readBytes(rx_buffer, 10);
      if (rx_size == 10) {
        if ((rx_buffer[0] == packet_begin[0]) && (rx_buffer[1] == packet_begin[1]) && (rx_buffer[2] == packet_begin[2])) {
          jpeg_data.length = (uint32_t)(rx_buffer[4] << 16) | (rx_buffer[5] << 8) | rx_buffer[6];
          Serial.println(jpeg_data.length);
  
          int rx_size = Serial2.readBytes(jpeg_data.buf, jpeg_data.length);
        }
        response = "--frame\r\n";
        response += "Content-Type: image/jpeg\r\n\r\n";
        server.sendContent(response);

        client.write(jpeg_data.buf, jpeg_data.length);
        server.sendContent("\r\n");
        
        if (!client.connected())
          break;
      }else{
        int rx_size = Serial2.readBytes(rx_buffer, 1);
        break;
      }
    }

    if (!client.connected())
      break;
  }
}

void setup() {
    WRITE_PERI_REG(RTC_CNTL_BROWN_OUT_REG, 0); //disable brownout detector

  pinMode(10, OUTPUT);
  
  M5.begin();
  M5.Axp.ScreenBreath(0);
  
  Serial.begin(115200);
  Serial2.begin(1152000, SERIAL_8N1, 32, 33);

  jpeg_data.buf = (uint8_t *) malloc(sizeof(uint8_t) * RX_BUF_SIZE);
/*
  WiFi.mode(WIFI_STA);
  WiFi.begin(ssid, password);
  Serial.println("");

  // Wait for connection
  while (WiFi.status() != WL_CONNECTED) {
    delay(500);
    Serial.print(".");
  }
  Serial.println("");
  Serial.print("Connected to ");
  Serial.println(ssid);
  Serial.print("IP address: ");
  Serial.println(WiFi.localIP());
*/

//88888888888888888888888888888888
  Serial.println();
  Serial.println("Configuring access point...");
  WiFi.mode(WIFI_AP);                    // Changing ESP32 wifi mode to AccessPoint

  // You can remove the Appassword parameter if you want the hotspot to be open.
  WiFi.softAP("HELLOO");      //Starting AccessPoint on given credential
  IPAddress myIP = WiFi.softAPIP();     //IP Address of our Esp8266 accesspoint(where we can host webpages, and see data)
  Serial.print("AP IP address: ");
  Serial.println(myIP);                //Default IP is 192.168.4.1

  Serial.println("Scan For Wifi in your Mobile or laptop, you will see this network");



  if (MDNS.begin("esp32")) {
    Serial.println("MDNS responder started");
  }

  server.on("/", []() {
    server.send(200, "text/plain", "this works as well");
  });

  server.on("/pic", HTTP_GET, sendPic);
  server.on("/mpic", HTTP_GET, handle_jpg);
  server.on("/stream", HTTP_GET, streamPic);
  server.on("/mstream", HTTP_GET, handle_jpg_stream);
  

  server.begin();
  Serial.println("HTTP server started");
}
 
void loop() {
  server.handleClient();
}

M5StickV/M5UnitV

Arduino
Added conversion instructions based from https://homemadegarbage.com/ai13
#Reuse the demo find face to create a social distancing....
#Viola variable like a umber of face inbetween
#Viola =3.5 #average distance in between
#Dist distance between two face (center of the face)
#AvgFace smallest diagonal face


#sample face used  https://australiascience.tv/app/uploads/2020/03/200306_Coronavirus-myths-by-WHO_Body_woman-in-facemask-in-street.jpg
from machine import UART
from board import board_info
from fpioa_manager import fm
from Maix import GPIO
import sensor, lcd
import image
import KPU as kpu
import math

fm.register(35, fm.fpioa.UART1_TX, force=True)
fm.register(34, fm.fpioa.UART1_RX, force=True)

uart = UART(UART.UART1, 1152000,8,0,0, timeout=1000, read_buf_len=4096)

img = image.Image()
#lcd.init()
sensor.reset()
sensor.set_pixformat(sensor.RGB565)
sensor.set_framesize(sensor.QVGA)
sensor.run(1)
from array import *

task = kpu.load(0x300000) # you need put model(face.kfpkg) in flash at address 0x300000
# task = kpu.load("/sd/face.kmodel")
anchor = (1.889, 2.5245, 2.9465, 3.94056, 3.99987, 5.3658, 5.155437, 6.92275, 6.718375, 9.01025)
a = kpu.init_yolo2(task, 0.5, 0.3, 5, anchor)




while(True):
    img = sensor.snapshot()
    code = kpu.run_yolo2(task, img)
    if code:
        Xcor=[]
        Ycor=[]
        Wd=[]
        Lh=[]
        for i in code:
            print(i.index())
            print("Cx",i.x()+(i.w()/2))
            print("Cy",i.y()+(i.h()/2))

            Xcor.insert(i.index(),i.x()+(i.w()/2))
            Ycor.insert(i.index(),i.y()+(i.h()/2))
            Wd.insert(i.index(),i.w())
            Lh.insert(i.index(),i.h())
            n=len(Xcor)
            print("face detected", n )
            a = img.draw_rectangle(i.rect())
        for r in range(n-1):
            for c in range(0,n-r-1):

                Dist = math.sqrt(((Xcor[c] - Xcor[c+1])**2) + (Ycor[c] - Ycor[c+1])**2)

                uno =math.sqrt(((Wd[c] )**2) + ((Lh[c])**2))
                print("Uno",uno)
                dos =math.sqrt(((Wd[c+1] )**2) + ((Lh[c+1])**2))
                print("Dos",dos)
                AvgFace = uno
                if uno >=dos:
                    AvgFace = dos
                print("Average Face Diagonal",AvgFace)
                print("Distance",Dist)
                Viola =4 #average face distance in between
                if ( Viola >= Dist/AvgFace ):
                    print("ViolatoR", c , c+1)
                    img.draw_string(int(Xcor[c]), int(Ycor[c]-(Lh[c]*0.25)), "X", scale=3)
                    img.draw_string(int(Xcor[c+1]), int(Ycor[c+1]-(Lh[c+1]*0.25)), "X", scale=3)
                    #lcd.draw_string(int(Xcor[c])  , int(Ycor[c])   , "XX", lcd.RED, lcd.BLACK)
                    #lcd.draw_string(int(Xcor[c+1])  , int(Ycor[c+1])   , "XX", lcd.RED, lcd.BLACK)
        del Xcor
        del Ycor
        del Lh
        del Wd
    img_buf = img.compress(quality=50)
    img_size1 = (img.size()& 0xFF0000)>>16
    img_size2 = (img.size()& 0x00FF00)>>8
    img_size3 = (img.size()& 0x0000FF)>>0
    data_packet = bytearray([0xFF,0xD8,0xEA,0x01,img_size1,img_size2,img_size3,0x00,0x00,0x00])

    uart.write(data_packet)
    uart.write(img_buf)
    print("Data Packet",data_packet)

#    a = lcd.display(img)

a = kpu.deinit(task)

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RuVic saballa

RuVic saballa

5 projects • 2 followers

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