PNG image encoding Integrated

This commit is contained in:
cleontay 2023-05-30 17:44:50 +08:00
parent 6ed553ee1a
commit 37706ffe24
14 changed files with 282 additions and 14 deletions

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Application/img/example.jpg Normal file

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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

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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

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<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>

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<!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>

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@ -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>

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<!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>