Merge branch 'dev_It17170062' into 'master'

Dev it17170062

See merge request !1

Pipfile

+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+pillow = "*"
+opencv-python = "*"
+tkintertable = "*"
+imutils = "*"
+tensorflow = "*"
+keras = "*"
+numpy = "*"
+
+[dev-packages]
+
+[requires]
+python_version = "3.9"

Pipfile.lock

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+                "sha256:1de1db30d010ff1af14a009224ec49ab2329ad2cde454c8a708130642d579c42",
+                "sha256:6c1ec500dcdba0baa27600f6a22f6333d8b662d22027ff9f6202e3367413caa8"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2.0.1"
+        },
+        "wheel": {
+            "hashes": [
+                "sha256:21014b2bd93c6d0034b6ba5d35e4eb284340e09d63c59aef6fc14b0f346146fd",
+                "sha256:e2ef7239991699e3355d54f8e968a21bb940a1dbf34a4d226741e64462516fad"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==0.37.0"
+        },
+        "wrapt": {
+            "hashes": [
+                "sha256:b62ffa81fb85f4332a4f609cab4ac40709470da05643a082ec1eb88e6d9b97d7"
+            ],
+            "version": "==1.12.1"
+        }
+    },
+    "develop": {}
+}

reszie.py

+from PIL import Image
+import os
+def resize():
+    image_name =os.listdir('outputs')[0]
+    img_path = "outputs/"+image_name
+    image = Image.open(f"{img_path}")
+    outputPath="resized"
+    resized_image = image.resize((500, 500))
+    if not os.path.exists(outputPath):
+        os.makedirs(outputPath)
+    resized_image.save(f"{outputPath}/{image_name}")

script.py

+import argparse
+import os
+import shutil
+from tkinter import *
+import tkinter as tk
+from tkinter import ttk
+from PIL import Image, ImageTk
+import cv2
+import datetime
+from imutils.video import VideoStream
+import imutils
+import time
+import tensorflow as tf
+from tensorflow import keras
+from keras.preprocessing import image
+from tkinter.messagebox import showinfo
+import numpy as np
+
+LARGEFONT = ("Verdana", 35)
+
+
+class tkinterApp(tk.Tk):
+
+    # __init__ function for class tkinterApp
+    def __init__(self, *args, **kwargs):
+
+        # __init__ function for class Tk
+        tk.Tk.__init__(self, *args, **kwargs)
+
+        # creating a container
+        self.container = tk.Frame(self)
+        self.container.pack(side="top", fill="both", expand=True)
+
+        self.container.grid_rowconfigure(0, weight=1)
+        self.container.grid_columnconfigure(0, weight=1)
+
+        # initializing frames to an empty array
+        self.frames = {}
+
+        # iterating through a tuple consisting
+        # of the different page layouts
+        for F in (StartPage, Page1):
+
+            frame = F(self.container, self)
+
+            # initializing frame of that object from
+            # startpage, page1, page2 respectively with
+            # for loop
+            self.frames[F] = frame
+
+            frame.grid(row=0, column=0, sticky="nsew")
+
+        self.show_frame(StartPage)
+
+    # to display the current frame passed as
+    # parameter
+    def show_frame(self, cont):
+        frame = self.frames[cont]
+        frame.tkraise()
+
+# first window frame startpage
+
+
+def getPerdiction(image_path, model_path):
+    class_names = ['Acne and Rosacea Photos', 'Actinic Keratosis Basal Cell Carcinoma and other Malignant Lesions', 'Atopic Dermatitis Photos', 'Bullous Disease Photos', 'Cellulitis Impetigo and other Bacterial Infections', 'Eczema Photos', 'Exanthems and Drug Eruptions', 'Hair Loss Photos Alopecia and other Hair Diseases', 'Herpes HPV and other STDs Photos', 'Light Diseases and Disorders of Pigmentation', 'Lupus and other Connective Tissue diseases',
+                   'Melanoma Skin Cancer Nevi and Moles', 'Nail Fungus and other Nail Disease', 'Poison Ivy Photos and other Contact Dermatitis', 'Psoriasis pictures Lichen Planus and related diseases', 'Scabies Lyme Disease and other Infestations and Bites', 'Seborrheic Keratoses and other Benign Tumors', 'Systemic Disease', 'Tinea Ringworm Candidiasis and other Fungal Infections', 'Urticaria Hives', 'Vascular Tumors', 'Vasculitis Photos', 'Warts Molluscum and other Viral Infections']
+    model = keras.models.load_model(model_path)
+    batch_size = 32
+    img_height = 180
+    img_width = 180
+    img = image.load_img(image_path, target_size=(img_height, img_width))
+    img_array = image.img_to_array(img)
+    img_array = tf.expand_dims(img_array, 0)
+
+    # predict
+    predictions = model.predict(img_array, batch_size)
+    score = tf.nn.softmax(predictions[0])
+
+    # return
+    prediction = class_names[np.argmax(score)]
+    return prediction
+
+
+class StartPage(tk.Frame):
+    def __init__(self, parent, controller):
+        tk.Frame.__init__(self, parent)
+        self.run = False
+        self.controller = controller
+        ap = argparse.ArgumentParser()
+        ap.add_argument("-p", "--picamera", type=int, default=-1,
+                        help="whether or not the Raspberry Pi camera should be used")
+        args = vars(ap.parse_args())
+        self.vs = VideoStream(usePiCamera=args["picamera"] > 0).start()
+        time.sleep(2.0)
+        # label of frame Layout 2
+        self.label = ttk.Label(self, text="Startpage", font=LARGEFONT)
+        self.frameimg = None
+        self.outputPath = "outputs"
+        # putting the grid in its place by using
+        # grid
+        self.label.grid(row=0, column=1, padx=10, pady=10)
+
+        button1 = ttk.Button(self, text="Take Photo",
+                            command=self.takeSnapshot)
+
+        # putting the button in its place by
+        # using grid
+        button1.grid(row=1, column=1, padx=10, pady=10, sticky='nesw')
+        self.show_frames()
+
+    def show_frames(self):
+
+        # Get the latest frame and convert into Image
+        cv2image = cv2.cvtColor(self.vs.read(), cv2.COLOR_RGB2BGR)
+        self.frame_ = self.vs.read()
+        height, width, channels = self.frame_.shape
+        self.frame_ = imutils.resize(self.frame_, width=width, height=height)
+        self.img = Image.fromarray(cv2image)
+        # Convert image to PhotoImage
+        imgtk = ImageTk.PhotoImage(image=self.img)
+        self.label.imgtk = imgtk
+        self.label.configure(image=imgtk)
+        # Repeat after an interval to capture continiously
+        self.label.after(20, self.show_frames)
+
+    def deleteAll(self, path):
+        folder = path
+        if not os.path.exists(folder):
+            os.makedirs(folder)
+        for filename in os.listdir(folder):
+            file_path = os.path.join(folder, filename)
+            try:
+                if os.path.isfile(file_path) or os.path.islink(file_path):
+                    os.unlink(file_path)
+                elif os.path.isdir(file_path):
+                    shutil.rmtree(file_path)
+            except Exception as e:
+                print('Failed to delete %s. Reason: %s' % (file_path, e))
+
+    def refresh(self):
+        self.destroy()
+        self.__init__()
+
+    def takeSnapshot(self):
+        # grab the current timestamp and use it to construct the
+        # output path
+        print("taking snapshot")
+        ts = datetime.datetime.now()
+        filename = "{}.jpg".format(ts.strftime("%Y-%m-%d_%H-%M-%S"))
+        if not os.path.exists(self.outputPath):
+            os.makedirs(self.outputPath)
+        self.deleteAll(self.outputPath)
+        print(self.outputPath)
+        p = os.path.sep.join((self.outputPath, filename))
+
+        cv2.imwrite(p, self.frame_)
+        # Convert image to PhotoImage
+        # self.panel.image = image
+        # save the file
+        print("[INFO] saved {}".format(filename))
+        self.resize()
+        self.run = True
+        self.controller.show_frame(Page1)
+        # self.refresh
+
+    def resize(self):
+        outputPath = "resized"
+        self.deleteAll(outputPath)
+        image_name = os.listdir('outputs')[0]
+        img_path = "outputs/"+image_name
+        image = Image.open(f"{img_path}")
+        resized_image = image.resize((500, 500))
+        if not os.path.exists(outputPath):
+            os.makedirs(outputPath)
+        resized_image.save(f"{outputPath}/{image_name}")
+
+    def showimage(self):
+        self.dirpath = "outputs"
+        dirs_path = self.dirpath+"/"+os.listdir(self.dirpath)[0]
+        print(dirs_path)
+        cv2image = cv2.imread(dirs_path)
+        img = Image.fromarray(cv2image)
+        # Convert image to PhotoImage
+        imgtk = ImageTk.PhotoImage(image=img)
+        self.label.imgtk = imgtk
+        self.label.configure(image=imgtk)
+# second window frame page1
+
+
+class Page1(tk.Frame):
+
+    def __init__(self, parent, controller):
+        print('1')
+        tk.Frame.__init__(self, parent)
+        self.controller = controller
+        self.label = ttk.Label(
+            self, text="Accept Photo or Not", font=LARGEFONT)
+        self.label.grid(row=0, column=1, columnspan=3, padx=10, pady=10)
+        self.dirpath = "outputs"
+        try:
+            dirs_path = self.dirpath+"/"+os.listdir(self.dirpath)[0]
+            print(dirs_path)
+            cv2image = cv2.imread(dirs_path)
+            img = Image.fromarray(cv2image)
+            # Convert image to PhotoImage
+            imgtk = ImageTk.PhotoImage(image=img)
+            self.label.imgtk = imgtk
+            self.label.configure(image=imgtk)
+        except:
+            self.label = ttk.Label(self, text="Page 2", font=LARGEFONT)
+        # button to show frame 2 with text
+        # layout2
+        self.button1 = ttk.Button(self, text="Retake",
+                                command=self.takeNew)
+
+        # putting the button in its place
+        # by using grid
+        self.button1.grid(row=1, column=1, padx=10, pady=10)
+
+        # button to show frame 2 with text
+        # layout2
+        self.button2 = ttk.Button(self, text="Process",
+                                command=self.process)
+
+        self.button2.grid(row=1, column=2, padx=10, pady=10)
+
+        self.button3 = ttk.Button(self, text="Refresh",
+                                command=self.showimage)
+
+        self.button3.grid(row=1, column=3, padx=10, pady=10)
+
+        # putting the button in its place by
+        # using grid
+
+    def process(self):
+        img_path = os.listdir("resized")[0]
+        img_path = "resized"+"/"+img_path
+        model_path = 'resNet1'
+        classname = getPerdiction(img_path, model_path)
+        print(classname)
+        showinfo("Diseases", f"{classname}")
+
+    def next(self):
+        self.button2.grid_remove()
+        self.button3.grid_remove()
+        self.button1.grid_remove()
+        self.button1 = ttk.Button(self, text="Take Again",
+                                command=self.takeNew)
+
+        # putting the button in its place by
+        # using grid
+        self.button1.grid(row=1, column=2, padx=10, pady=10, sticky='nesw')
+        pass
+
+    def takeNew(self):
+        self.button1.grid_remove()
+        self.button1 = ttk.Button(self, text="Take Again",
+                                command=self.takeNew)
+
+        # putting the button in its place by
+        # using grid
+        self.button1.grid(row=1, column=1, padx=10, pady=10)
+        self.button2 = ttk.Button(self, text="Process",
+                                command=self.next)
+
+        self.button2.grid(row=1, column=2, padx=10, pady=10)
+
+        self.button3 = ttk.Button(self, text="Refresh",
+                                command=self.showimage)
+
+        self.button3.grid(row=1, column=3, padx=10, pady=10)
+
+        self.controller.show_frame(StartPage)
+
+    def showimage(self):
+        dirs_path = self.dirpath+"/"+os.listdir(self.dirpath)[0]
+        print(dirs_path)
+        cv2image = cv2.imread(dirs_path)
+        img = Image.fromarray(cv2image)
+        # Convert image to PhotoImage
+        imgtk = ImageTk.PhotoImage(image=img)
+        self.label.imgtk = imgtk
+        self.label.configure(image=imgtk)
+
+
+# Driver Code
+app = tkinterApp()
+app.title("Diseases")
+app.mainloop()