application_ml

# -*- coding: utf-8 -*-
"""
Created on Mon Mar  9 00:58:49 2020

@author: R2J
"""

from numpy import *
from tensorflow.keras.models import load_model
from tensorflow.keras.preprocessing import image
from tkinter import *
from PIL import ImageTk, Image  
from tkinter import filedialog 



def wrt(st,fname):
    file = open(fname,"w+")
    file.write(st)
    file.close() 



def red(fname):    
    file = open(fname,"r")
    f=file.read()
    file.close() 
    return f
 

def open_img():
   try: 
      x = openfilename()
      wrt(x,"upload");print(x);
      img =Image.open(x)
   except:
      x = 'images/error.png'
      print(x);
      img =Image.open(x)
   img = img.resize((325, 200), Image.ANTIALIAS) 
   img = ImageTk.PhotoImage(img) 
   panel = Label(root, image = img) 
   panel.image = img 
   panel.place(x=455, y=100)
    
    
    
def openfilename(): 
   filename = filedialog.askopenfilename(title ='UPLOAD IMAGE') 
   return filename 



def callback():  
  cell="\n IMAGE FILE NOT UPLOADED..."  
  try:
    model = load_model('models/malaria.h5')
    #model.summary()
    test_image=image.load_img(red("upload"),target_size=(50,50,3))
    #imgplot = plt.imshow(test_image)
    #plt.show()
    test_image=image.img_to_array(test_image)
    test_image=expand_dims(test_image,axis=0)
    result = model.predict(test_image)
    cell="PARASITIZED" if result[0][1]==1 else "UNINFECTED"
    output.set("\n "+cell+" CELL DETECTED !\n");print(cell)
  except Exception as e:
    output.set(cell);print(e)
    
    
    
root = Tk() 
root.title("MALARIA") 
output=StringVar();
root.attributes('-fullscreen',True)

#root.geometry("500x500")
#root['bg'] = 'black'

background = PhotoImage(file = "images/cover_ml.png")
Label(root,image = background).place(x=0, y=0)

#root.resizable(width = True, height = True) 

img =Image.open("images/input.png")
img = img.resize((325, 200), Image.ANTIALIAS) 
img = ImageTk.PhotoImage(img) 
panel = Label(root, image = img) 
panel.image = img 
panel.place(x=455, y=100)

upload = PhotoImage(file = r"images/upload.png")
Button(root, text = "upload",bd=0,highlightthickness=0,image = upload,
             command = open_img).place(x=150, y=150)


Label(root, text="\nOUTPUT\n",
           width=25,
           font=("Bauhaus 93", 20)).place(x=432, y=335)
Label(root, text="",textvariable = output,
                    font=("Bauhaus 93", 20)).place(x=432, y=335)


detect = PhotoImage(file = r"images/detect.png")
Button(root, text="detect",bd=0,highlightthickness=0,image = detect,
                            command = callback).place(x=150,y=340)


close = PhotoImage(file = r"images/home.png")
Button(root, text = "close",image = close,highlightthickness=0,
                            command = root.destroy).place(x=0,y=0)  


root.mainloop()