Updated image Steg to allow for multiple chosen bits as bits to use for hiding
This commit is contained in:
parent
ceec3b719a
commit
9e4df438df
|
@ -3,84 +3,26 @@ import numpy as np
|
||||||
|
|
||||||
|
|
||||||
class img_steg:
|
class img_steg:
|
||||||
def __init__(self, image_name: str = "image.png", bit_to_hide: int = 2):
|
def __init__(self, image_name: str = "image.png", bit_to_hide: list[int] = None):
|
||||||
"""
|
"""
|
||||||
Initialize the class
|
Initialize the class
|
||||||
:param image_name: Name of the image to encode or decode
|
:param image_name: Name of the image to encode or decode
|
||||||
:type image_name: str
|
:type image_name: str
|
||||||
:param bit_to_hide: Bit to hide the data in (1 - LSB to 8 - MSB)
|
:param bit_to_hide: List of bit position to hide the data (LSB is 1, MSB is 8)
|
||||||
:type bit_to_hide: int
|
:type bit_to_hide: list[int]
|
||||||
"""
|
"""
|
||||||
self.image_name = image_name
|
self.image_name = image_name
|
||||||
self.bit_to_hide = 8 - bit_to_hide
|
self.bit_to_hide = [8 - bit_pos for bit_pos in bit_to_hide]
|
||||||
self.delimiter = "\n"
|
self.delimiter = "====="
|
||||||
|
|
||||||
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:
|
def encode(self, secret_data: str = "Hello World") -> np.ndarray:
|
||||||
"""
|
"""
|
||||||
Encode the secret data in the image
|
Encode the secret data in the image
|
||||||
Args:
|
:param secret_data: Data to hide in the image
|
||||||
secret_data: str
|
:type secret_data: str
|
||||||
|
:return: Encoded Image
|
||||||
Returns:
|
:rtype: np.ndarray
|
||||||
Encoded Image: np.ndarray
|
"""
|
||||||
"""
|
|
||||||
image = cv2.imread(self.image_name) # read image
|
image = cv2.imread(self.image_name) # read image
|
||||||
n_bytes = image.shape[0] * image.shape[1] * 3 // 8 # Max bytes to encode
|
n_bytes = image.shape[0] * image.shape[1] * 3 // 8 # Max bytes to encode
|
||||||
print("[*] Maximum bytes to encode:", n_bytes)
|
print("[*] Maximum bytes to encode:", n_bytes)
|
||||||
|
@ -97,43 +39,119 @@ class img_steg:
|
||||||
for row in image:
|
for row in image:
|
||||||
for pixel in row:
|
for pixel in row:
|
||||||
r, g, b = self.to_bin(pixel) # Convert RGB Values to binary format
|
r, g, b = self.to_bin(pixel) # Convert RGB Values to binary format
|
||||||
if data_index < data_len:
|
for bit_pos in bit_to_hide:
|
||||||
r = list(r)
|
if data_index < data_len:
|
||||||
r[bit_to_hide] = binary_secret_data[data_index] # hide data into least significant bit of red pixel
|
r = list(r)
|
||||||
pixel[0] = int(''.join(r), 2)
|
r[bit_pos] = binary_secret_data[
|
||||||
data_index += 1
|
data_index] # hide data into specified bit position of red pixel
|
||||||
if data_index < data_len:
|
pixel[0] = int(''.join(r), 2)
|
||||||
g = list(g)
|
data_index += 1
|
||||||
g[bit_to_hide] = binary_secret_data[data_index]
|
if data_index < data_len:
|
||||||
pixel[1] = int(''.join(g), 2)
|
g = list(g)
|
||||||
data_index += 1
|
g[bit_pos] = binary_secret_data[
|
||||||
if data_index < data_len:
|
data_index]
|
||||||
b = list(b)
|
pixel[1] = int(''.join(g), 2)
|
||||||
b[bit_to_hide] = binary_secret_data[data_index]
|
data_index += 1
|
||||||
pixel[2] = int(''.join(b), 2)
|
if data_index < data_len:
|
||||||
data_index += 1
|
b = list(b)
|
||||||
|
b[bit_pos] = binary_secret_data[
|
||||||
|
data_index]
|
||||||
|
pixel[2] = int(''.join(b), 2)
|
||||||
|
data_index += 1
|
||||||
|
if data_index >= data_len:
|
||||||
|
break
|
||||||
|
|
||||||
|
pixel[0] = int(''.join(r), 2) # convert modified binary back to integer for red pixel
|
||||||
|
pixel[1] = int(''.join(g), 2) # convert modified binary back to integer for green pixel
|
||||||
|
pixel[2] = int(''.join(b), 2) # convert modified binary back to integer for blue pixel
|
||||||
|
|
||||||
if data_index >= data_len:
|
if data_index >= data_len:
|
||||||
break
|
break
|
||||||
return image
|
return image
|
||||||
|
|
||||||
|
def decode(self) -> str:
|
||||||
|
"""
|
||||||
|
Decode the data hidden in the image
|
||||||
|
|
||||||
|
: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)
|
||||||
|
for bit_pos in bit_to_hide:
|
||||||
|
binary_data += r[bit_pos] # retrieve data from specified bit position of red pixel
|
||||||
|
binary_data += g[bit_pos] # retrieve data from specified bit position of green pixel
|
||||||
|
binary_data += b[bit_pos] # retrieve data from specified bit position of blue pixel
|
||||||
|
|
||||||
|
# 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 to_bin(self, data: str) -> str | list[str]:
|
||||||
|
"""
|
||||||
|
Convert data to binary format as string
|
||||||
|
|
||||||
|
:param data: Data to convert
|
||||||
|
:type data: str
|
||||||
|
:return: Binary Data
|
||||||
|
:rtype: str | list[str]
|
||||||
|
"""
|
||||||
|
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:
|
||||||
|
"""
|
||||||
|
# UNUSED
|
||||||
|
Convert binary `data` back to the original format
|
||||||
|
|
||||||
|
:param data: Binary Data
|
||||||
|
:type data: str
|
||||||
|
:return: Original Data
|
||||||
|
:rtype: str
|
||||||
|
"""
|
||||||
|
return ''.join([chr(int(data[i:i + 8], 2)) for i in range(0, len(data), 8)])
|
||||||
|
|
||||||
|
|
||||||
def main():
|
def main():
|
||||||
|
# Variables
|
||||||
|
image_name = "pokemon.png"
|
||||||
|
encoded_image_name = "encoded_image.png"
|
||||||
|
secret_data = ""
|
||||||
|
with open("../Txt_Steg/test.txt", "r") as f:
|
||||||
|
secret_data = f.read()
|
||||||
|
bit_to_hide = [1, 2, 3, 4, 5, 6]
|
||||||
|
|
||||||
print("Welcome to Image Steganography")
|
print("Welcome to Image Steganography")
|
||||||
print("1. Encode\n2. Decode\n3. Exit")
|
print("1. Encode\n2. Decode\n3. Exit")
|
||||||
choice = int(input("Enter your choice: "))
|
choice = int(input("Enter your choice: "))
|
||||||
|
|
||||||
if choice == 1:
|
if choice == 1:
|
||||||
image_name = input("Enter name of image to encode: ")
|
encoded_image = img_steg(image_name=image_name, bit_to_hide=bit_to_hide).encode(secret_data)
|
||||||
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]
|
extension = image_name.split(".")[-1]
|
||||||
cv2.imwrite("encoded_image." + extension, encoded_image)
|
cv2.imwrite("encoded_image." + extension, encoded_image)
|
||||||
print("Image Encoded Successfully")
|
print("Image Encoded Successfully")
|
||||||
elif choice == 2:
|
elif choice == 2:
|
||||||
image_name = input("Enter name of image to decode: ")
|
decoded_data = img_steg(image_name=image_name, bit_to_hide=bit_to_hide).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)
|
print("Decoded Data:", decoded_data)
|
||||||
|
else:
|
||||||
|
exit(0)
|
||||||
|
|
||||||
|
|
||||||
if __name__ == "__main__":
|
if __name__ == "__main__":
|
||||||
|
@ -151,7 +169,7 @@ if __name__ == "__main__":
|
||||||
# Initialise class with image name and bit to hide
|
# Initialise class with image name and bit to hide
|
||||||
#
|
#
|
||||||
# image_name = image name with extension (String)
|
# image_name = image name with extension (String)
|
||||||
# bit_to_hide = bit to hide the data in (1 - LSB to 8 - MSB) (int)
|
# bit_to_hide = [1, 2, 3] (Please Sort the list in ascending order)
|
||||||
#
|
#
|
||||||
# To encode:
|
# To encode:
|
||||||
# encoded_image = img_steg(image_name, bit_to_hide).encode(secret_data)
|
# encoded_image = img_steg(image_name, bit_to_hide).encode(secret_data)
|
||||||
|
|
Binary file not shown.
After Width: | Height: | Size: 4.1 KiB |
Loading…
Reference in New Issue