diff --git a/.gitignore b/.gitignore index 233eb87..74fccea 100644 --- a/.gitignore +++ b/.gitignore @@ -29,3 +29,6 @@ build/ .vscode/ # MacOS .DS_Store + +# Image Files +game/assets/images/ diff --git a/game/manager/image_manager.py b/game/manager/image_manager.py new file mode 100644 index 0000000..490485d --- /dev/null +++ b/game/manager/image_manager.py @@ -0,0 +1,263 @@ +import os +import random +import sqlite3 + +import cv2 +import numpy as np +from PIL import Image, ImageEnhance, ImageOps + + +class ImageManager: + """Class that manages the image processing/manipulation.""" + + def __init__(self): + self.operations = { + 'flip': self.flip_image, + 'mirror': self.mirror_image, + 'brightness': self.change_brightness, + 'bgr': self.change_to_bgr_colors, + 'inverted_colors': self.change_to_inverted_colors + } + self.reverse_operations = { + 'flip': self.flip_image, + 'mirror': self.mirror_image, + 'brightness': self.revert_brightness, + 'bgr': self.revert_from_bgr_colors, + 'inverted_colors': self.change_to_inverted_colors + } + + def make_images_database(threat_images_folder_path, non_threat_images_folder_path) -> None: + """Saves threat and non-threat images in the database. + + Args: + threat_images_folder_path (str): Path of the threat images folder + non_threat_images_folder_path (str): Path of the non threat images folder + """ + # Creating database and making a connection with it + db_path = os.path.join('game', 'assets', 'images', 'images.sqlite3') + connection = sqlite3.connect(db_path) + cursor = connection.cursor() + cursor.execute( + '''CREATE TABLE IF NOT EXISTS images ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + name TEXT, + width INTEGER, + height INTEGER, + channels INTEGER, + threat INTEGER, + image_data BLOB + )''' + ) + + # Listing threat and non-threat images + threat_image_files = os.listdir(threat_images_folder_path) + non_threat_image_files = os.listdir(non_threat_images_folder_path) + + # Reading and saving all the threat images in the database + for image_file in threat_image_files: + image_path = os.path.join(threat_images_folder_path, image_file) + image = np.array(Image.open(image_path)) + + threat = 1 + width = image.shape[0] + height = image.shape[1] + channels = image.shape[2] + + cursor.execute( + """INSERT INTO images ( + name, + width, + height, + channels, + threat, + image_data + ) VALUES (?, ?, ?, ? , ?, ?)""", + ( + image_file, + width, + height, + channels, + threat, + sqlite3.Binary(image.tobytes()) + ) + ) + connection.commit() + + # Reading and saving all the non-threat images in the database + for image_file in non_threat_image_files: + image_path = os.path.join(non_threat_images_folder_path, image_file) + image = np.array(Image.open(image_path)) + + threat = 0 + width = image.shape[0] + height = image.shape[1] + channels = image.shape[2] + + cursor.execute( + """INSERT INTO images ( + name, + width, + height, + channels, + threat, + image_data + ) VALUES (?, ?, ?, ? , ?, ?)""", + ( + image_file, + width, + height, + channels, + threat, + sqlite3.Binary(image.tobytes()) + ) + ) + connection.commit() + connection.close() + return None + + def fetch_image(): + """Returns one image from the image database. + + Returns: + Image: Fetched Image + """ + db_path = os.path.join('game', 'assets', 'images', 'images.sqlite3') + connection = sqlite3.connect(db_path) + cursor = connection.cursor() + cursor.execute("SELECT name, width, height, channels, threat, image_data FROM images") + + row = cursor.fetchone() + + if row: + width = row[1] + height = row[2] + channels = row[3] + # threat = row[4] + image = np.frombuffer(row[5], dtype=np.uint8).reshape(width, height, channels) + image = Image.fromarray(image) + connection.close() + + return image + + def prepare_morph_image(self, image) -> tuple[Image, list]: + """Prepares the morphed image and returns that image and the list of performed operations + + Args: + image (Image): Image file + + Returns: + tuple: tuple containing morphed image and the list of performed operations + """ + # Randomly choosing an operation from the dict and performing it then + # storing the operation name in a seperate list + performed_operations = [] + for i in range(random.randint(1, 5)): + operation = random.choice(list(self.operations.keys())) + image = self.operations[operation](image) + performed_operations.append(operation) + return (image, performed_operations) + + def reverse_morphed_image(self, image, performed_operations) -> Image: + """Returns the image after applying the reverse operations. + + Args: + image (Image): Morphed Image + performed_operations (list): List of applied operations + + Returns: + Image: Reversed Image + """ + for operation in reversed(performed_operations): + image = self.reverse_operations[operation](image) + return image + + def flip_image(self, image) -> Image: + """Flips the image and returns the new image. + + Args: + image (Image): Image to processed + + Returns: + Image: Processed image + """ + image = ImageOps.flip(image) + return image + + def mirror_image(self, image) -> Image: + """Mirrors the image and returns the new image. + + Args: + image (Image): Image to processed + + Returns: + Image: Processed image + """ + # image = image.rotate(180) + image = ImageOps.mirror(image) + return image + + def change_brightness(self, image) -> Image: + """Adds brightness to the image and returns the new image. + + Args: + image (Image): Image to processed + + Returns: + Image: Processed image + """ + filter = ImageEnhance.Brightness(image) + image = filter.enhance(1.05) + return image + + def revert_brightness(self, image) -> Image: + """Changes back the brightness of the image and returns the new image. + + Args: + image (Image): Image to processed + + Returns: + Image: Processed image + """ + filter = ImageEnhance.Brightness(image) + image = filter.enhance(0.95) + return image + + def change_to_bgr_colors(self, image) -> Image: + """Changes colors of the image and returns the new image. + + Args: + image (Image): Image to processed + + Returns: + Image: Processed image + """ + image = np.array(image) + image = cv2.cvtColor(image, cv2.COLOR_RGB2BGR) + image = Image.fromarray(image) + return image + + def revert_from_bgr_colors(self, image) -> Image: + """Changes back the colors of the image and returns the new image. + + Args: + image (Image): Image to processed + + Returns: + Image: Processed image + """ + image = np.array(image) + image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB) + image = Image.fromarray(image) + return image + + def change_to_inverted_colors(self, image) -> Image: + """Inverts the image colors and returns the new image. + + Args: + image (Image): Image to processed + + Returns: + Image: Processed image + """ + image = ImageOps.invert(image) + return image diff --git a/poetry.lock b/poetry.lock index a0955b5..209a211 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. 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