added image utils

images/classifier.py

@@ -0,0 +1,79 @@
+import os
+import shutil
+import numpy as np
+
+from PIL import Image
+from pathlib import Path
+from tkinter.filedialog import askdirectory
+from tkinter import Tk
+
+
+def test_color_distribution(file):
+    img = Image.open(file)
+    img.thumbnail((200, 200), Image.ANTIALIAS)
+    w, h = img.size
+    return sum(
+        x[0]
+        for x in sorted(
+            img.convert("RGB").getcolors(w * h), key=lambda x: x[0], reverse=True
+        )[:10]
+    ) / float((w * h))
+
+
+def test_sharp_edge_detection(file):
+    img = Image.open(file).convert("L")
+    values = abs(np.fft.fft2(np.asarray(img.convert("L")))).flatten().tolist()
+    high_values = [x for x in values if x > 10000]
+    high_values_ratio = 100 * (float(len(high_values)) / len(values))
+    return high_values_ratio
+
+
+def test_file(file):
+    image = 0
+    real = 0
+    color = test_color_distribution(file)
+    edges = test_sharp_edge_detection(file)
+
+    if color > 0.28:
+        image += (color - 0.28) * 10
+    else:
+        real += (0.28 - color) * 10
+
+    if edges > 13:
+        image += edges - 13
+    else:
+        real += 13 - edges
+    return image > real
+
+
+Tk().withdraw()
+
+# Dialog box for selecting a folder.
+file_path = askdirectory(title="Select a folder")
+
+list_of_files = os.walk(file_path)
+
+
+if not os.path.exists(os.path.join(file_path, "sorted")):
+   os.makedirs(os.path.join(file_path, "sorted"))
+
+if not os.path.exists(os.path.join(file_path, "sorted/image_real")):
+   os.makedirs(os.path.join(file_path, 'sorted/image_real'))
+
+real = os.path.join(file_path, 'sorted/image_real')
+
+if not os.path.exists(os.path.join(file_path, "sorted/drawn")):
+   os.makedirs(os.path.join(file_path, 'sorted/drawn'))
+
+drawn = os.path.join(file_path, 'sorted/drawn')
+
+
+for root, folders, files in list_of_files:
+    for file in files:
+        file_path = Path(os.path.join(root, file))
+        is_drawn = test_file(file_path)
+        if is_drawn:
+            shutil.move(file_path, os.path.join(drawn, str(file_path).split("/")[-1]))
+        else:
+            shutil.move(file_path, os.path.join(real, str(file_path).split("/")[-1]))
+

images/clear.py

@@ -0,0 +1,29 @@
+from tkinter.filedialog import askdirectory
+from tkinter import Tk
+import os
+import hashlib
+from pathlib import Path
+
+Tk().withdraw()
+
+# Dialog box for selecting a folder.
+file_path = askdirectory(title="Select a folder")
+
+# Listing out all the files
+# inside our root folder.
+list_of_files = os.walk(file_path)
+
+# In order to detect the duplicate
+# files we are going to define an empty dictionary.
+unique_files = dict()
+
+for root, folders, files in list_of_files:
+    for file in files:
+        file_path = Path(os.path.join(root, file))
+        hash_file = hashlib.md5(open(file_path, 'rb').read()).hexdigest()
+
+        if hash_file not in unique_files:
+            unique_files[hash_file] = file_path
+        else:
+            os.remove(file_path)
+            print(f"{file_path} has been deleted")

images/manage.py

@@ -0,0 +1,123 @@
+import os
+import shutil
+import tkinter
+
+from PIL import ImageTk, Image
+
+# Dialog box for selecting a folder.
+file_path = input("Path: ")
+files = []
+print("started loading files")
+for dirpath, _, filenames in os.walk(file_path):
+    for f in filenames:
+        files.append(os.path.abspath(os.path.join(dirpath, f)))
+print("files loaded")
+
+
+if not os.path.exists(os.path.join(file_path, "sorted")):
+    os.makedirs(os.path.join(file_path, "sorted"))
+
+if not os.path.exists(os.path.join(file_path, "sorted/drawn")):
+    os.makedirs(os.path.join(file_path, "sorted/drawn"))
+
+drawn = os.path.join(file_path, "sorted/drawn")
+
+if not os.path.exists(os.path.join(file_path, "sorted/real")):
+    os.makedirs(os.path.join(file_path, "sorted/real"))
+
+real = os.path.join(file_path, "sorted/real")
+
+if not os.path.exists(os.path.join(file_path, "sorted/comic")):
+    os.makedirs(os.path.join(file_path, "sorted/comic"))
+
+comic = os.path.join(file_path, "sorted/comic")
+
+if not os.path.exists(os.path.join(file_path, "sorted/other")):
+    os.makedirs(os.path.join(file_path, "sorted/other"))
+
+other = os.path.join(file_path, "sorted/other")
+
+if not os.path.exists(os.path.join(file_path, "sorted/delete")):
+    os.makedirs(os.path.join(file_path, "sorted/delete"))
+
+delete = os.path.join(file_path, "sorted/delete")
+
+
+class Window:
+    def __init__(self, master, files):
+        self.img = None
+        self.label = None
+
+        self.files = files
+        self.cur = 0
+        self.master = master
+
+        init_file = self.files[0]
+        self.show_file(init_file)
+
+    def show_file(self, f):
+        self.img = Image.open(f)
+        self.img = self.img.resize((self.img.width, self.img.height), Image.ANTIALIAS)
+
+        self.img = ImageTk.PhotoImage(self.img)
+
+        self.label = tkinter.Label(self.master, image=self.img)
+        self.label.pack(expand=True, fill=tkinter.BOTH)
+
+    def next(self, event):
+        self.cur += 1
+        self.show_file(self.files[self.cur])
+
+    def real(self, event):
+        self.label.destroy()
+        shutil.move(
+            self.files[self.cur],
+            os.path.join(real, str(self.files[self.cur]).split("/")[-1]),
+        )
+        self.next(event)
+
+    def drawn(self, event):
+        self.label.destroy()
+        shutil.move(
+            self.files[self.cur],
+            os.path.join(drawn, str(self.files[self.cur]).split("/")[-1]),
+        )
+        self.next(event)
+
+    def comic(self, event):
+        self.label.destroy()
+        shutil.move(
+            self.files[self.cur],
+            os.path.join(comic, str(self.files[self.cur]).split("/")[-1]),
+        )
+        self.next(event)
+
+    def other(self, event):
+        self.label.destroy()
+        shutil.move(
+            self.files[self.cur],
+            os.path.join(other, str(self.files[self.cur]).split("/")[-1]),
+        )
+        self.next(event)
+
+    def delete(self, event):
+        self.label.destroy()
+        shutil.move(
+            self.files[self.cur],
+            os.path.join(delete, str(self.files[self.cur]).split("/")[-1]),
+        )
+        self.next(event)
+
+
+root = tkinter.Tk()
+root.title("1 - real; 2 - drawn; 3 - comic; 4 - other; 5 - delete")
+window = Window(root, files)
+root.bind("<Return>", window.next)
+root.bind("1", window.real)
+root.bind("2", window.drawn)
+root.bind("3", window.comic)
+root.bind("4", window.other)
+root.bind("5", window.delete)
+root.mainloop()
+
+root.mainloop()