import cv2 import numpy as np class img_steg: def __init__(self, image_name: str = "image.png", bit_to_hide: int = 2): """ Initialize the class :param image_name: Name of the image to encode or decode :type image_name: str :param bit_to_hide: Bit to hide the data in (1 - LSB to 8 - MSB) :type bit_to_hide: int """ self.image_name = image_name self.bit_to_hide = 8 - bit_to_hide self.delimiter = "\n" def to_bin(self, data: str) -> str | list[str]: """ Convert data to binary format as string Args: data: String Returns: Binary Data: String | List[String] """ if isinstance(data, str): return ''.join([format(ord(i), "08b") for i in data]) elif isinstance(data, bytes) or isinstance(data, np.ndarray): return [format(i, "08b") for i in data] elif isinstance(data, int) or isinstance(data, np.unit8): return format(data, "08b") else: raise TypeError("Type not supported") def from_bin(self, data: str) -> str: """ Convert binary `data` back to the original format Args: data: String Returns: Original Data: String """ return ''.join([chr(int(data[i:i + 8], 2)) for i in range(0, len(data), 8)]) def decode(self) -> str: """ Decode the data hidden in the image Args: None :return: Decoded Data: String """ print("[+] Decoding...") image = cv2.imread(self.image_name) # read image binary_data = "" bit_to_hide = self.bit_to_hide for row in image: for pixel in row: r, g, b = self.to_bin(pixel) binary_data += r[bit_to_hide] binary_data += g[bit_to_hide] binary_data += b[bit_to_hide] # Split by 8 bits all_bytes = [binary_data[i: i + 8] for i in range(0, len(binary_data), 8)] # Convert from bits to characters decoded_data = "" for byte in all_bytes: decoded_data += chr(int(byte, 2)) if decoded_data[-len(self.delimiter):] == self.delimiter: break return decoded_data[:-len(self.delimiter)] def encode(self, secret_data: str = "Hello World") -> np.ndarray: """ Encode the secret data in the image Args: secret_data: str Returns: Encoded Image: np.ndarray """ image = cv2.imread(self.image_name) # read image n_bytes = image.shape[0] * image.shape[1] * 3 // 8 # Max bytes to encode print("[*] Maximum bytes to encode:", n_bytes) secret_data += self.delimiter # Add delimiter at the end of data if len(secret_data) > n_bytes: raise ValueError("[!] Insufficient bytes, need a bigger image or less data") print("[*] Encoding Data...") # Convert bit to hide position bit_to_hide = self.bit_to_hide data_index = 0 binary_secret_data = self.to_bin(secret_data) # Convert data to binary data_len = len(binary_secret_data) # size of data to hide for row in image: for pixel in row: r, g, b = self.to_bin(pixel) # Convert RGB Values to binary format if data_index < data_len: r = list(r) r[bit_to_hide] = binary_secret_data[data_index] # hide data into least significant bit of red pixel pixel[0] = int(''.join(r), 2) data_index += 1 if data_index < data_len: g = list(g) g[bit_to_hide] = binary_secret_data[data_index] pixel[1] = int(''.join(g), 2) data_index += 1 if data_index < data_len: b = list(b) b[bit_to_hide] = binary_secret_data[data_index] pixel[2] = int(''.join(b), 2) data_index += 1 if data_index >= data_len: break return image def main(): print("Welcome to Image Steganography") print("1. Encode\n2. Decode\n3. Exit") choice = int(input("Enter your choice: ")) if choice == 1: image_name = input("Enter name of image to encode: ") secret_data = input("Enter data to encode: ") bit_to_hide = int(input("Enter bit to hide (1 - LSB to 8 - MSB): ")) encoded_image = img_steg(image_name, bit_to_hide).encode(secret_data) extension = image_name.split(".")[-1] cv2.imwrite("encoded_image." + extension, encoded_image) print("Image Encoded Successfully") elif choice == 2: image_name = input("Enter name of image to decode: ") bit_to_hide = int(input("Enter bit to hide (1 - LSB to 8 - MSB): ")) decoded_data = img_steg(image_name, bit_to_hide).decode() print("Decoded Data:", decoded_data) if __name__ == "__main__": main() ############################## # _ _ # | | | |___ __ _ __ _ ___ # | | | / __|/ _` |/ _` |/ _ \ # | |_| \__ \ (_| | (_| | __/ # \___/|___/\__,_|\__, |\___| # |___/ ############################## # # Initialise class with image name and bit to hide # # image_name = image name with extension (String) # bit_to_hide = bit to hide the data in (1 - LSB to 8 - MSB) (int) # # To encode: # encoded_image = img_steg(image_name, bit_to_hide).encode(secret_data) # # To decode: # decoded_data = img_steg(image_name, bit_to_hide).decode() # Both are string types