PNG image encoding Integrated
After Width: | Height: | Size: 97 KiB |
After Width: | Height: | Size: 501 KiB |
After Width: | Height: | Size: 799 KiB |
|
@ -0,0 +1,191 @@
|
|||
import cv2
|
||||
import numpy as np
|
||||
|
||||
|
||||
class img_steg:
|
||||
def __init__(self, image_name: str = "image.png", bit_to_hide: list[int] = None) -> None:
|
||||
"""
|
||||
Initialize the class
|
||||
:param image_name: Name of the image to encode or decode
|
||||
:type image_name: str
|
||||
:param bit_to_hide: List of bit position to hide the data (LSB is 1, MSB is 8)
|
||||
:type bit_to_hide: list[int]
|
||||
"""
|
||||
self.image_name = image_name
|
||||
self.bit_to_hide = [8 - bit_pos for bit_pos in bit_to_hide] if bit_to_hide else [1] # Default is LSB
|
||||
self.delimiter = "abc-123-a=="
|
||||
|
||||
def encode(self, secret_data: str = "Hello World") -> np.ndarray:
|
||||
"""
|
||||
Encode the secret data in the image
|
||||
:param secret_data: Data to hide in the image
|
||||
:type secret_data: str
|
||||
:return: Encoded Image
|
||||
:rtype: 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
|
||||
|
||||
print(f"[+] Size of data to hide: {data_len}")
|
||||
print("[+] Starting encoding...")
|
||||
|
||||
for row in image:
|
||||
for pixel in row:
|
||||
r, g, b = self.to_bin(pixel) # Convert RGB Values to binary format
|
||||
for bit_pos in bit_to_hide:
|
||||
if data_index < data_len:
|
||||
r = list(r)
|
||||
r[bit_pos] = binary_secret_data[
|
||||
data_index] # hide data into specified bit position of red pixel
|
||||
pixel[0] = int(''.join(r), 2)
|
||||
data_index += 1
|
||||
if data_index < data_len:
|
||||
g = list(g)
|
||||
g[bit_pos] = binary_secret_data[
|
||||
data_index]
|
||||
pixel[1] = int(''.join(g), 2)
|
||||
data_index += 1
|
||||
if data_index < data_len:
|
||||
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:
|
||||
break
|
||||
|
||||
print(f"[+] Encoding completed")
|
||||
|
||||
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
|
||||
|
||||
print(f"[+] Extracting data from image...")
|
||||
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
|
||||
|
||||
print(f"[+] Forming binary data completed")
|
||||
print(f"[+] Decoding binary data...")
|
||||
|
||||
# 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
|
||||
|
||||
print(f"[+] Decoding completed")
|
||||
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():
|
||||
# Variables
|
||||
image_name = "test.bmp"
|
||||
encoded_image_name = "encoded_image.bmp"
|
||||
secret_data = ""
|
||||
# with open("../Txt_Steg/secret_data.txt", "r") as f:
|
||||
# secret_data = f.read()
|
||||
|
||||
# Generate random bit positions to hide data into image for testing
|
||||
bit_to_hide = np.random.choice(range(1, 9), np.random.randint(1, 9), replace=False)
|
||||
bit_to_hide = list(bit_to_hide)
|
||||
bit_to_hide.sort()
|
||||
print(f"Bits to hide: {bit_to_hide}")
|
||||
|
||||
print("Welcome to Image Steganography")
|
||||
|
||||
# Encode the data into the image
|
||||
encoded_image = img_steg(image_name=image_name, bit_to_hide=bit_to_hide).encode(secret_data)
|
||||
cv2.imwrite(encoded_image_name, encoded_image)
|
||||
|
||||
# Decode the data from the image
|
||||
decoded_data = img_steg(image_name=encoded_image_name, bit_to_hide=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 = [1, 2, 3] (Please Sort the list in ascending order)
|
||||
#
|
||||
# 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
|
|
@ -1,48 +1,74 @@
|
|||
from flask import Flask, render_template, request, redirect
|
||||
from flask import Flask, render_template, request, redirect, session, send_from_directory
|
||||
from lib.steganography import img_steg
|
||||
import cv2
|
||||
|
||||
WORKING_PATH = 'Application/upload/'
|
||||
|
||||
app = Flask(__name__, template_folder='views')
|
||||
app.secret_key = 'b3a5e8d11fb3d8d3647b6cf2e51ad768'
|
||||
|
||||
def session_clear():
|
||||
if len(session) > 0:
|
||||
session.clear()
|
||||
|
||||
|
||||
@app.route('/')
|
||||
def modeSelection():
|
||||
session_clear()
|
||||
return render_template('mode_selection.html')
|
||||
|
||||
@app.route('/encode')
|
||||
def encode():
|
||||
session_clear()
|
||||
return render_template('encode.html')
|
||||
|
||||
@app.route("/encoding", methods=['POST'])
|
||||
def encoding():
|
||||
file = request.files['origin']
|
||||
b2c = [int(request.form['b2c'])]
|
||||
payload = request.form['payload']
|
||||
|
||||
if file.filename != "":
|
||||
file.save('upload/' + file.filename)
|
||||
|
||||
# run the encoding function
|
||||
#return encoded file to the result below
|
||||
file.save(WORKING_PATH + file.filename)
|
||||
steg = img_steg.img_steg(WORKING_PATH + file.filename, b2c).encode(payload)
|
||||
cv2.imwrite(WORKING_PATH + "encoded_" + file.filename, steg)
|
||||
session['image'] = file.filename
|
||||
session['image2'] = "encoded_" + file.filename
|
||||
return redirect("/encode_result")
|
||||
|
||||
@app.route('/encode_result')
|
||||
def encode_result():
|
||||
return render_template("encode_result.html")
|
||||
if len(session) > 0:
|
||||
return render_template("encode_result.html", image=session.get("image"), image2=session.get('image2'))
|
||||
else:
|
||||
return redirect("/encode")
|
||||
|
||||
@app.route('/decode')
|
||||
def decode():
|
||||
session_clear()
|
||||
return render_template('decode.html')
|
||||
|
||||
@app.route("/decoding", methods=['POST'])
|
||||
def decoding():
|
||||
file = request.files['encoded_file']
|
||||
|
||||
b2c = [int(request.form['b2c'])]
|
||||
if file.filename != "":
|
||||
file.save('upload/' + file.filename)
|
||||
|
||||
# run the decoding function
|
||||
#return decoded payload to the result below
|
||||
file.save(WORKING_PATH + file.filename)
|
||||
payload = img_steg.img_steg(WORKING_PATH + file.filename, b2c).decode()
|
||||
session["payload"] = payload
|
||||
session["image"] = file.filename
|
||||
return redirect("/decode_result")
|
||||
|
||||
@app.route('/decode_result')
|
||||
def decode_result():
|
||||
return render_template("decode_result.html")
|
||||
if len(session) > 0:
|
||||
return render_template("decode_result.html", payload=session.get("payload"), image=session.get("image"))
|
||||
else:
|
||||
return redirect("/decode")
|
||||
|
||||
@app.route('/upload/<path:filename>')
|
||||
def upload(filename):
|
||||
return send_from_directory('upload', filename)
|
||||
|
||||
if __name__ == "__main__":
|
||||
app.debug = True
|
||||
|
|
After Width: | Height: | Size: 140 KiB |
After Width: | Height: | Size: 519 KiB |
After Width: | Height: | Size: 97 KiB |
After Width: | Height: | Size: 501 KiB |
After Width: | Height: | Size: 799 KiB |
|
@ -66,6 +66,9 @@
|
|||
<div class="upload-text">Drag and drop an image here or click to browse</div>
|
||||
<input type="file" name="encoded_file" id="fileInput">
|
||||
</div>
|
||||
<div style="width: 100%; text-align: center; padding: 10px 0px">
|
||||
<input type="number" name="b2c" placeholder="Bits" min="0" max="8">
|
||||
</div>
|
||||
<div style="width: 100%; text-align: center; padding: 10px 0px">
|
||||
<input type="submit" value="Decode">
|
||||
</div>
|
||||
|
|
|
@ -0,0 +1,21 @@
|
|||
<!DOCTYPE html>
|
||||
<html lang="en">
|
||||
<head>
|
||||
<meta charset="UTF-8">
|
||||
<meta http-equiv="X-UA-Compatible" content="IE=edge">
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1.0">
|
||||
<title>RESULT</title>
|
||||
</head>
|
||||
<body>
|
||||
<section>
|
||||
<div>
|
||||
<h1>Decoded</h1>
|
||||
<img src="{{ url_for('upload', filename=image) }}" alt="Image Not Found">
|
||||
</div>
|
||||
<div>
|
||||
<h1>Secret Text:</h1>
|
||||
<p>{{ payload }}</p>
|
||||
</div>
|
||||
</section>
|
||||
</body>
|
||||
</html>
|
|
@ -42,6 +42,7 @@
|
|||
}
|
||||
|
||||
.form-container input[type="text"],
|
||||
.form-container input[type="number"],
|
||||
.form-container input[type="file"],
|
||||
.form-container input[type="submit"] {
|
||||
display: inline-block;
|
||||
|
@ -68,7 +69,8 @@
|
|||
<input type="file" name="origin" id="fileInput">
|
||||
</div>
|
||||
<div style="width: 100%; text-align: center; padding: 10px 0px">
|
||||
<input type="text" name="payload">
|
||||
<input type="number" name="b2c" placeholder="Bits" min="0" max="8">
|
||||
<input type="text" name="payload" placeholder="Secret Code">
|
||||
<input type="submit" value="Encode">
|
||||
</div>
|
||||
</form>
|
||||
|
|
|
@ -0,0 +1,25 @@
|
|||
<!DOCTYPE html>
|
||||
<html lang="en">
|
||||
<head>
|
||||
<meta charset="UTF-8">
|
||||
<meta http-equiv="X-UA-Compatible" content="IE=edge">
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1.0">
|
||||
<title>RESULT</title>
|
||||
</head>
|
||||
<body>
|
||||
|
||||
<section style="display: flex; justify-content: flex-start;">
|
||||
|
||||
<div>
|
||||
<h1>Original</h1>
|
||||
<img src="{{ url_for('upload', filename=image2) }}" alt="Image Not Found">
|
||||
</div>
|
||||
<div>
|
||||
<h1>Encoded</h1>
|
||||
<img src="{{ url_for('upload', filename=image2) }}" alt="Image Not Found">
|
||||
</div>
|
||||
|
||||
</section>
|
||||
|
||||
</body>
|
||||
</html>
|