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try1.py
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import cv2
import matplotlib.pyplot as plt
from keras.models import load_model
import tkinter as tk
from tkinter import ttk
from tkinter import*
import tkinter.font as font
from PIL import Image, ImageTk
import datetime
from time import sleep
frame=0
window = tk.Tk()
window.title('DDNet:Driver Drowsiness & Distracted Driving Detection System using Deep Learning')
#window.iconbitmap("/home/itm1138/Downloads/favicon.ico")
window.geometry('1366x768')
window.configure(bg='black')
# Create a photoimage object of the image in the path
image1 = Image.open("/home/itm1138/Downloads/op3.jpg")
test = ImageTk.PhotoImage(image1)
b23=label1 = tk.Label(image=test)
label1.image = test
b23.place(x=0, y=25)
##window.after(3000, lambda: label1.destroy())
#window.mainloop()
ret=False
# label
b24=tk.Label(window, text = "ALERT TODAY : ALIVE TOMORROW !!", fg = "white",
bg = "black",
font = "Times 16 bold italic")
b24.place(x = 150,
y=80)
#window.update()
#time.sleep(5)
label = ["Watching Backward","Watching Forward","Sleeping","Yawning","Talkingviaphone"]
model = load_model(r'/home/itm1138/Downloads/best.h5')
m=1
x = datetime.datetime(2021,3,30,15,0,0)
tvf1=100
tvf2=110
tvf3=140
tvf4=150
tvf5=180
tvf6=190
tvf7=950
tvf8=1000
tvf9=1050
tvf10=170
tvf11=1070
tvf12=130
tvf13=210
yawn1=130
yawn2=132
yawn3=133
yawn4=134
yawn5=135
yawn6=137
yawn7=138
yawn8=140
forw1=651
forw2=701
forw3=751
forw4=801
forw5=731
forw6=781
sleep1=52
sleep2=60
sleep3=65
sleep4=70
sleep5=76
sleep6=77
sleep7=80
sleep8=90
sleep9=97
sleep10=110
back1=58
back2=70
back3=75
back4=83
back5=84
back6=95
back7=103
t=1
t1=2
t2=4
t3=0
check=0
a=1
start=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
nf=0
cap = cv2.VideoCapture(r'/home/itm1138/Downloads/MORN1.5.mp4')
def morning():
global t,a,x,cap,start,fcount1,fcount2,fcount3,fcount4,fcount5,c,c1,c2,c3,c4,j,k,b,c,f,y,s,alarm,frame
if(t!=2):
frame=0
start=0
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
cap = cv2.VideoCapture(r'/home/itm1138/Downloads/MORN1.5.mp4')
#
t=1
a=1
x = datetime.datetime(2021,3,30,9,0,0)
def noon():
global t,a,x,cap,start,fcount1,fcount2,fcount3,fcount4,fcount5,c,c1,c2,c3,c4,j,k,b,c,f,y,s,alarm,frame
if(t!=1):
frame=0
start=0
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
cap = cv2.VideoCapture(r'/home/itm1138/Downloads/COMBOVID1.mp4')
#
t=2
a=1
x = datetime.datetime(2021,3,30,16,0,0)
def night():
global t,a,x,cap,start,fcount1,fcount2,fcount3,fcount4,fcount5,c,c1,c2,c3,c4,j,k,b,c,f,y,s,alarm,frame
#
frame=0
start=0
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
t=3
a=2
cap = cv2.VideoCapture(r'/home/itm1138/Downloads/NIGHT1.5.mp4')
x = datetime.datetime(2021,3,30,3,0,0)
def hill():
global t1
#
t1=1
def plain():
global t1
#
t1=2
def snow():
global t2,t3,check
#
if(t3!=0):
t2=1
check=1
def rain():
global t2,t3,check
#
if(t3!=0):
t2=2
check=2
def fog():
global t2,t3,check
#
if(t3!=0):
t2=3
check=3
def pleasant():
global t2,b15,b16
t2=4
b15.deselect()
b15.deselect()
def heavy():
global t3,check,t2
#
t3=1
if(check==1):
t2=1
elif(check==2):
t2=2
elif(check==3):
t2=3
def light():
global t3,check,t2
#
t3=2
if(check==1):
t2=1
elif(check==2):
t2=2
elif(check==3):
t2=3
p=0
e=0
alarm=0
lml=0
lmb=0
sm=0
pk=0
mco=0
mco1=0
w=0
sig=0
first=0
show=0
def predict():
global show,start,first,fcount1,fcount2,fcount3,fcount4,fcount5,mco,mco1,pk,sig,sm,w,alarm,m,ret,c,c1,c2,c3,c4,j,k,b,lml,lmb,c,t,f,y,s,lmain,t,t1,t2,t3,cap,tvf1,tvf2,tvf3,tvf4,tvf5,tvf6,tvf7,tvf8,tvf9,tvf10,tvf11,tvf12,tvf13,yawn1,yawn2,yawn3,yawn4,yawn5,yawn6,yawn7,yawn8,forw1,forw2,forw3,forw4,forw5,forw6,sleep1,sleep2,sleep3,sleep4,sleep5,sleep6,sleep7,sleep8,sleep9,sleep10,back1,back2,back3,back4,back5,back6,back7,x,frame
show=1
first=1
#print(t)
if(t==1):
morning()
elif(t==2):
noon()
else:
night()
while True:
frame=frame+1
if(sm!=0):
start=start+1
#j=j+1
fcount1 = fcount1 +1
fcount2 = fcount2 +1
fcount3 = fcount3 +1
fcount4 = fcount4 +1
fcount5 = fcount5 +1
ret, samp = cap.read(0)
# if(t!=3 and frame==2865):
# cap.set(cv2.CAP_PROP_POS_FRAMES,3400)
# frame=3400
#elif(t==3 and frame==300):
# cap.set(cv2.CAP_PROP_POS_FRAMES,680)
#frame=680
# elif(t==3 and frame==1440):
# cap.set(cv2.CAP_PROP_POS_FRAMES,1540)
# frame=1540
# elif(t==3 and frame==2130):
# cap.set(cv2.CAP_PROP_POS_FRAMES,2480)
# frame=2480
#cv2.putText(samp,str(frame),(20, 290),cv2.FONT_HERSHEY_COMPLEX, 2,(255, 255, 255),3,cv2.LINE_4)
if(not ret):
if(t==1 or t==2):
frame=0
cap = cv2.VideoCapture(r'/home/itm1138/Downloads/MORN1.5.mp4')
ret, samp = cap.read(0)
else:
frame=0
cap = cv2.VideoCapture(r'/home/itm1138/Downloads/NIGHT1.5.mp4')
ret, samp = cap.read(0)
#if(datetime.seconds==0 or datetime.seconds==30)
#print("\n")
# if(t!=3 and frame==1490):
# cap.set(cv2.CAP_PROP_POS_FRAMES,1890)
# frame=1890
# cv2.putText(samp,str(frame),(20, 290),cv2.FONT_HERSHEY_COMPLEX, 2,(255, 255, 255),3,cv2.LINE_4)
#samp = cv2.rotate(samp, cv2.ROTATE_90_CLOCKWISE)
#samp = cv2.rotate(samp, cv2.ROTATE_90_COUNTERCLOCKWISE)
image = cv2.resize(samp, (100,100))
image = image.astype("float")
image= image.reshape(1, 100, 100, 3)
answer = model.predict(image)
i = answer.argmax(axis=1)[0]
font = cv2.FONT_HERSHEY_COMPLEX
samp = cv2.resize(samp, (865,540))
if(m==1):
pk=1
if(865+lml*10>=1270):
lml=lml-1
#print(lml)
if(540+lmb*5>=725):
lmb=lmb-1/1.6
#print(540+lmb*5)
lml=lml+1
lmb=lmb+1/1.6
op=int(180-lmb*5)
#print(op)
op2=int(540+lmb*5)
if(w==0):
lmain = tk.Label(window)
move()
w=1
lmain.place(x=0, y=op)
samp = cv2.resize(samp, (865+lml*10, op2))
mco=0
mco1=0
# lmain.update()
window.update()
elif(m==0):
if(1265-lml*10<=865):
lml=lml-1
if(724.375-lmb*5<=530):
lmb=lmb-1/1.6
lml=lml+1
if(1265-lml*10<=865 and mco1==0):
move3()
mco1=1
lmb=lmb+1/1.6
if(724.375-lmb*5<=530 and mco==0):
move4()
mco=1
op=int(-7+lmb*5)
op2=int(724.375-lmb*5)
# lmain.destroy()
if(w==0):
lmain = tk.Label(window)
move()
w=1
lmain.place(x=0, y=op)
samp = cv2.resize(samp, (1265-lml*10, op2))
#lmain.update()
window.update()
#cv2.putText(samp,str(t)+"<-t"+str(t1)+"<-t1"+str(t2)+"<-t2"+str(t3)+"<-t3",(20, 200),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
if(sm!=0):
if(label[int(i)]=="Yawning"):
y=y+1
if(label[int(i)]=="Talkingviaphone"):
k = k+1
j = j+1
else:
k=0
alarm=0
if(label[int(i)]=="Watching Forward"):
f=f+1
if(label[int(i)]=="Sleeping"):
s=s+1
#
if(label[int(i)]=="Watching Backward"):
b=b+1
#cv2.putText(samp,"Prediction : "+label[int(i)],(20, 180),font, 1.2,(255,255,255),3,cv2.LINE_4)
# Use putText() method for
# inserting text on video
#cv2.putText(samp,
# label[int(i)],
# (20, 110),
# font, 1,
# (255, 255, 255),
# 3,
# cv2.LINE_4)
# cv2.putText(samp,
# "Frame No.",
# (20, 90),
# font, 1,
# (255, 255, 255),
# 3,
# cv2.LINE_4)
# cv2.putText(samp,
# str(start),
# (190, 90),
# font, 1,
# (255, 255, 255),
# 3,
# cv2.LINE_4)
#cv2.putText(samp, "Prediction - "+label[int(i)], (20, 170), font, 1, (255, 255, 255), 3, cv2.LINE_4)
if(t1==1):
if(t2==1):
if(t3==1):
#print("hello")
#Talking_via_phone fcount1,j,k,c
if(k>=100 and c<40 and (sig!=2 and sig!=3) and ((alarm==0 and label[int(i)]=="Talkingviaphone") or c!=0)):
c=c+1
#
alarm=1
cv2.putText(samp,"TVF -- Keep Phone Aside",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
sig=1
#
#
cv2.putText(samp, "Response Time : "+str(round((tvf1/790)*30, 2))+"s", (20, 140), font, 1, (255, 255, 255), 3, cv2.LINE_4)
#k=k-1
if(c==40):
sig=0
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
if(fcount1<=3500 and j>=1050 and c<40 and (sig!=1 and sig!=3) and ((alarm==0 and label[int(i)]=="Talkingviaphone") or c!=0)):
cv2.putText(samp,"TVF -- If busy park and talk",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
#
sig=2
cv2.putText(samp, "Response Time : "+str(round((tvf9/790)*30, 2))+"s", (20, 140), font, 1, (255, 255, 255), 3, cv2.LINE_4)
fcount1 = fcount1-1
c=c+1
alarm=1
#
#j = 0
if(c==40):
sig=0
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
if(fcount1<=1050 and j>=150 and c<40 and (sig!=2 and sig!=1) and ((alarm==0 and label[int(i)]=="Talkingviaphone") or c!=0)):
#j = 0
cv2.putText(samp,"TVF -- Don't talk while driving",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
#
sig=3
alarm=1
#
cv2.putText(samp, "Response Time : "+str(round((tvf4/790)*30, 2))+"s", (20, 140), font, 1, (255, 255, 255), 3, cv2.LINE_4)
fcount1 = fcount1-1
c=c+1
#
if(c==40):
sig=0
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
#cv2.putText(samp,"TVF -- Don't talk while driving",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
#cv2.putText(samp,"Response Time : 20.8860759s",(20, 140),font, 1,(255, 255, 255),3,cv2.LINE_4)
if(fcount1>3500):
fcount1=0
j=0
#Yawning x,fcount2,y,c1
if((x.hour>=15 and x.hour<=18) or (x.hour>=0 and x.hour<=6)):
if(fcount2<=300 and y>=130 and c1<40 and ((alarm==0 and label[int(i)]=="Yawning") or c1!=0)):
cv2.putText(samp,"Yawn -- Take a break",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
#
#
cv2.putText(samp, "Response Time : "+str(round((yawn1/790)*30, 2))+"s", (20, 140), font, 1, (255, 255, 255), 3, cv2.LINE_4)
fcount2=fcount2-1
c1=c1+1
#
alarm=1
if(c1==40):
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
if(fcount2>300):
fcount2=0
y=0
else:
if(fcount2<=430 and y>=135 and c1<40 and ((alarm==0 and label[int(i)]=="Yawning") or c1!=0)):
cv2.putText(samp,"Yawn -- Take a break",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
#
#
cv2.putText(samp, "Response Time : "+str(round((yawn5/790)*30, 2))+"s", (20, 140), font, 1, (255, 255, 255), 3, cv2.LINE_4)
fcount2=fcount2-1
c1=c1+1
#
alarm=1
if(c1==40):
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
if(fcount2>430):
fcount=0
y = 0
#Forward fcount3,f,c2
if(fcount3<=750 and y+j+s+b>=701 and c2<40 and ((alarm==0 and label[int(i)]!="Watching Forward") or c2!=0)):
cv2.putText(samp,"Forw -- Be attentive",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
#
#
# lmain.destroy()
cv2.putText(samp, "Response Time : "+str(round((forw2/790)*30, 2))+"s", (20, 140), font, 1, (255, 255, 255), 3, cv2.LINE_4)
fcount3=fcount3-1
c2=c2+1
#
alarm=1
#print(c2)
if(c2==40):
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
if(fcount3>750):
fcount3=0
f=0
#Sleeping x,fcount4,s,c3
if((x.hour<6 and x.hour>2) or (x.hour<18 and x.hour>15)):
if(c3<40 and s>52 and fcount4<=290 and ((alarm==0 and label[int(i)]=="Sleeping") or c3!=0)):
cv2.putText(samp,"Sleep -- Focus on Driving",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
#
#
cv2.putText(samp, "Response Time : "+str(round(((sleep1)/790)*30, 2))+"s", (20, 140), font, 1, (255, 255, 255), 3, cv2.LINE_4)
fcount4=fcount4-1
c3=c3+1
#
alarm=1
if(c3==40):
#alarm=0
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
if(fcount4>290):
fcount4=0
# s=0
else:
if(s>65 and c3<40 and fcount4<=290 and ((alarm==0 and label[int(i)]=="Sleeping") or c3!=0)):
fcount4=fcount4-1
c3=c3+1
#
alarm=1
if(c3==40):
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
cv2.putText(samp,"Sleep -- Be Alert",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
#
#
cv2.putText(samp, "Response Time : "+str(round(((sleep3)/790)*30, 2))+"s", (20, 140), font, 1, (255, 255, 255), 3, cv2.LINE_4)
if(fcount4>290):
fcount4=0
# s=0
# Watching Backwards b,c4,fcount5
if(b>=58 and c4<40 and fcount5<=310 and ((alarm==0 and label[int(i)]=="Watching Backward") or c4!=0)):
fcount5=fcount5-1
c4=c4+1
#
alarm=1
if(c4==40):
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
cv2.putText(samp,"Backward -- Look Forward",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
#
#
cv2.putText(samp, "Response Time : "+str(round(((back2)/790)*30, 2))+"s", (20, 140), font, 1, (255, 255, 255), 3, cv2.LINE_4)
if(fcount5>310):
fcount5=0
b=0
if(t1==1):
if(t2==1):
if(t3==2):
################## hill + Light Snow
#Talking_via_phone fcount1,j,k,c
if(k>=150 and c<40 and (sig!=2 and sig!=3) and ((alarm==0 and label[int(i)]=="Talkingviaphone") or c!=0)):
c=c+1
alarm=1
#
cv2.putText(samp,"TVF -- Keep Phone Aside",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
sig=1
#
#
cv2.putText(samp, "Response Time : "+str(round((tvf4/790)*30, 2))+"s", (20, 140), font, 1, (255, 255, 255), 3, cv2.LINE_4)
#k=k-1
if(c==40):
sig=0
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
#
if(fcount1<=3600 and j>=1050 and c<40 and (sig!=1 and sig!=3) and ((alarm==0 and label[int(i)]=="Talkingviaphone") or c!=0)):
cv2.putText(samp,"TVF -- If busy, park and talk",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
#
sig=2
cv2.putText(samp, "Response Time : "+str(round((tvf9/790)*30, 2))+"s", (20, 140), font, 1, (255, 255, 255), 3, cv2.LINE_4)
fcount1 = fcount1-1
c=c+1
alarm=1
#
#j = 0
if(c==40):
sig=0
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
if(fcount1<=1080 and j>=150 and c<40 and (sig!=2 and sig!=1) and ((alarm==0 and label[int(i)]=="Talkingviaphone") or c!=0)):
#j = 0
cv2.putText(samp,"TVF -- Don't talk while driving",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
sig=3
#
cv2.putText(samp, "Response Time : "+str(round((tvf4/790)*30, 2))+"s", (20, 140), font, 1, (255, 255, 255), 3, cv2.LINE_4)
fcount1 = fcount1-1
c=c+1
alarm=1
#
if(c==40):
sig=0
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0
c1=0
c2=0
c3=0
c4=0
j = 0
k = 0
b = 0
c = 0
#
#
f=0
y=0
s=0
#cv2.putText(samp,"TVF -- Don't talk while driving",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
#cv2.putText(samp,"
#Time : 20.8860759s",(20, 140),font, 1,(255, 255, 255),3,cv2.LINE_4)
if(fcount1>3600):
fcount1=0
j=0
#Yawning x,fcount2,y,c1
if((x.hour>=15 and x.hour<=18) or (x.hour>=0 and x.hour<=6)):
if(fcount2<=300 and y>=133 and c1<40 and ((alarm==0 and label[int(i)]=="Yawning") or c1!=0)):
cv2.putText(samp,"Yawn - Take a break",(20, 100),font, 1.4,(255, 255, 255),3,cv2.LINE_4)
#
#
cv2.putText(samp, "Response Time : "+str(round((yawn3/790)*30, 2))+"s", (20, 140), font, 1, (255, 255, 255), 3, cv2.LINE_4)
fcount2=fcount2-1
c1=c1+1
alarm=1
#
if(c1==40):
alarm=0
fcount1 = 0
fcount2 = 0
fcount3 = 0
fcount4 = 0
fcount5=0
c=0