PNG image encoding Integrated
After Width: | Height: | Size: 97 KiB |
After Width: | Height: | Size: 501 KiB |
After Width: | Height: | Size: 799 KiB |
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@ -0,0 +1,191 @@
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import cv2
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import numpy as np
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class img_steg:
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def __init__(self, image_name: str = "image.png", bit_to_hide: list[int] = None) -> None:
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"""
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Initialize the class
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:param image_name: Name of the image to encode or decode
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:type image_name: str
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:param bit_to_hide: List of bit position to hide the data (LSB is 1, MSB is 8)
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:type bit_to_hide: list[int]
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"""
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self.image_name = image_name
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self.bit_to_hide = [8 - bit_pos for bit_pos in bit_to_hide] if bit_to_hide else [1] # Default is LSB
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self.delimiter = "abc-123-a=="
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def encode(self, secret_data: str = "Hello World") -> np.ndarray:
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"""
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Encode the secret data in the image
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:param secret_data: Data to hide in the image
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:type secret_data: str
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:return: Encoded Image
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:rtype: np.ndarray
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"""
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image = cv2.imread(self.image_name) # read image
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n_bytes = image.shape[0] * image.shape[1] * 3 // 8 # Max bytes to encode
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print("[*] Maximum bytes to encode:", n_bytes)
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secret_data += self.delimiter # Add delimiter at the end of data
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if len(secret_data) > n_bytes:
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raise ValueError("[!] Insufficient bytes, need a bigger image or less data")
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print("[*] Encoding Data...")
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# Convert bit to hide position
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bit_to_hide = self.bit_to_hide
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data_index = 0
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binary_secret_data = self.to_bin(secret_data) # Convert data to binary
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data_len = len(binary_secret_data) # size of data to hide
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print(f"[+] Size of data to hide: {data_len}")
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print("[+] Starting encoding...")
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for row in image:
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for pixel in row:
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r, g, b = self.to_bin(pixel) # Convert RGB Values to binary format
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for bit_pos in bit_to_hide:
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if data_index < data_len:
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r = list(r)
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r[bit_pos] = binary_secret_data[
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data_index] # hide data into specified bit position of red pixel
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pixel[0] = int(''.join(r), 2)
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data_index += 1
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if data_index < data_len:
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g = list(g)
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g[bit_pos] = binary_secret_data[
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data_index]
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pixel[1] = int(''.join(g), 2)
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data_index += 1
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if data_index < data_len:
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b = list(b)
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b[bit_pos] = binary_secret_data[
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data_index]
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pixel[2] = int(''.join(b), 2)
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data_index += 1
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if data_index >= data_len:
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break
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pixel[0] = int(''.join(r), 2) # convert modified binary back to integer for red pixel
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pixel[1] = int(''.join(g), 2) # convert modified binary back to integer for green pixel
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pixel[2] = int(''.join(b), 2) # convert modified binary back to integer for blue pixel
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if data_index >= data_len:
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break
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print(f"[+] Encoding completed")
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return image
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def decode(self) -> str:
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"""
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Decode the data hidden in the image
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:return: Decoded Data: String
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"""
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print("[+] Decoding...")
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image = cv2.imread(self.image_name) # read image
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binary_data = ""
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bit_to_hide = self.bit_to_hide
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print(f"[+] Extracting data from image...")
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for row in image:
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for pixel in row:
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r, g, b = self.to_bin(pixel)
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for bit_pos in bit_to_hide:
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binary_data += r[bit_pos] # retrieve data from specified bit position of red pixel
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binary_data += g[bit_pos] # retrieve data from specified bit position of green pixel
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binary_data += b[bit_pos] # retrieve data from specified bit position of blue pixel
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print(f"[+] Forming binary data completed")
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print(f"[+] Decoding binary data...")
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# Split by 8 bits
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all_bytes = [binary_data[i: i + 8] for i in range(0, len(binary_data), 8)]
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# Convert from bits to characters
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decoded_data = ""
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for byte in all_bytes:
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decoded_data += chr(int(byte, 2))
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if decoded_data[-len(self.delimiter):] == self.delimiter:
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break
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print(f"[+] Decoding completed")
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return decoded_data[:-len(self.delimiter)]
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def to_bin(self, data: str) -> str | list[str]:
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"""
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Convert data to binary format as string
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:param data: Data to convert
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:type data: str
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:return: Binary Data
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:rtype: str | list[str]
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"""
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if isinstance(data, str):
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return ''.join([format(ord(i), "08b") for i in data])
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elif isinstance(data, bytes) or isinstance(data, np.ndarray):
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return [format(i, "08b") for i in data]
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elif isinstance(data, int) or isinstance(data, np.unit8):
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return format(data, "08b")
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else:
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raise TypeError("Type not supported")
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def from_bin(self, data: str) -> str:
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"""
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# UNUSED
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Convert binary `data` back to the original format
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:param data: Binary Data
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:type data: str
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:return: Original Data
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:rtype: str
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"""
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return ''.join([chr(int(data[i:i + 8], 2)) for i in range(0, len(data), 8)])
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def main():
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# Variables
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image_name = "test.bmp"
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encoded_image_name = "encoded_image.bmp"
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secret_data = ""
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# with open("../Txt_Steg/secret_data.txt", "r") as f:
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# secret_data = f.read()
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# Generate random bit positions to hide data into image for testing
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bit_to_hide = np.random.choice(range(1, 9), np.random.randint(1, 9), replace=False)
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bit_to_hide = list(bit_to_hide)
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bit_to_hide.sort()
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print(f"Bits to hide: {bit_to_hide}")
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print("Welcome to Image Steganography")
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# Encode the data into the image
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encoded_image = img_steg(image_name=image_name, bit_to_hide=bit_to_hide).encode(secret_data)
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cv2.imwrite(encoded_image_name, encoded_image)
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# Decode the data from the image
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decoded_data = img_steg(image_name=encoded_image_name, bit_to_hide=bit_to_hide).decode()
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print("Decoded Data:", decoded_data)
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if __name__ == "__main__":
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main()
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##############################
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# _ _
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# | | | |___ __ _ __ _ ___
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# | | | / __|/ _` |/ _` |/ _ \
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# | |_| \__ \ (_| | (_| | __/
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# \___/|___/\__,_|\__, |\___|
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# |___/
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##############################
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#
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# Initialise class with image name and bit to hide
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#
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# image_name = image name with extension (String)
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# bit_to_hide = [1, 2, 3] (Please Sort the list in ascending order)
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#
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# To encode:
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# encoded_image = img_steg(image_name, bit_to_hide).encode(secret_data)
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#
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# To decode:
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# decoded_data = img_steg(image_name, bit_to_hide).decode()
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# Both are string types
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@ -1,48 +1,74 @@
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from flask import Flask, render_template, request, redirect
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from flask import Flask, render_template, request, redirect, session, send_from_directory
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from lib.steganography import img_steg
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import cv2
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WORKING_PATH = 'Application/upload/'
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app = Flask(__name__, template_folder='views')
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app = Flask(__name__, template_folder='views')
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app.secret_key = 'b3a5e8d11fb3d8d3647b6cf2e51ad768'
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def session_clear():
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if len(session) > 0:
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session.clear()
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@app.route('/')
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@app.route('/')
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def modeSelection():
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def modeSelection():
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session_clear()
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return render_template('mode_selection.html')
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return render_template('mode_selection.html')
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@app.route('/encode')
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@app.route('/encode')
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def encode():
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def encode():
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session_clear()
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return render_template('encode.html')
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return render_template('encode.html')
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@app.route("/encoding", methods=['POST'])
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@app.route("/encoding", methods=['POST'])
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def encoding():
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def encoding():
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file = request.files['origin']
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file = request.files['origin']
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b2c = [int(request.form['b2c'])]
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payload = request.form['payload']
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payload = request.form['payload']
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if file.filename != "":
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if file.filename != "":
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file.save('upload/' + file.filename)
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file.save(WORKING_PATH + file.filename)
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steg = img_steg.img_steg(WORKING_PATH + file.filename, b2c).encode(payload)
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# run the encoding function
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cv2.imwrite(WORKING_PATH + "encoded_" + file.filename, steg)
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#return encoded file to the result below
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session['image'] = file.filename
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session['image2'] = "encoded_" + file.filename
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return redirect("/encode_result")
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return redirect("/encode_result")
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@app.route('/encode_result')
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@app.route('/encode_result')
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def encode_result():
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def encode_result():
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return render_template("encode_result.html")
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if len(session) > 0:
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return render_template("encode_result.html", image=session.get("image"), image2=session.get('image2'))
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else:
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return redirect("/encode")
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@app.route('/decode')
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@app.route('/decode')
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def decode():
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def decode():
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session_clear()
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return render_template('decode.html')
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return render_template('decode.html')
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@app.route("/decoding", methods=['POST'])
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@app.route("/decoding", methods=['POST'])
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def decoding():
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def decoding():
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file = request.files['encoded_file']
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file = request.files['encoded_file']
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b2c = [int(request.form['b2c'])]
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if file.filename != "":
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if file.filename != "":
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file.save('upload/' + file.filename)
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file.save(WORKING_PATH + file.filename)
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payload = img_steg.img_steg(WORKING_PATH + file.filename, b2c).decode()
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# run the decoding function
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session["payload"] = payload
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#return decoded payload to the result below
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session["image"] = file.filename
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return redirect("/decode_result")
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return redirect("/decode_result")
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@app.route('/decode_result')
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@app.route('/decode_result')
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def decode_result():
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def decode_result():
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return render_template("decode_result.html")
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if len(session) > 0:
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return render_template("decode_result.html", payload=session.get("payload"), image=session.get("image"))
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else:
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return redirect("/decode")
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@app.route('/upload/<path:filename>')
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def upload(filename):
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return send_from_directory('upload', filename)
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if __name__ == "__main__":
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if __name__ == "__main__":
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app.debug = True
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app.debug = True
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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 |
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@ -66,6 +66,9 @@
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<div class="upload-text">Drag and drop an image here or click to browse</div>
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<div class="upload-text">Drag and drop an image here or click to browse</div>
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<input type="file" name="encoded_file" id="fileInput">
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<input type="file" name="encoded_file" id="fileInput">
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</div>
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</div>
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<div style="width: 100%; text-align: center; padding: 10px 0px">
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<input type="number" name="b2c" placeholder="Bits" min="0" max="8">
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</div>
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<div style="width: 100%; text-align: center; padding: 10px 0px">
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<div style="width: 100%; text-align: center; padding: 10px 0px">
|
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<input type="submit" value="Decode">
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<input type="submit" value="Decode">
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</div>
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</div>
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@ -0,0 +1,21 @@
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<!DOCTYPE html>
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<html lang="en">
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<head>
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||||||
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<meta charset="UTF-8">
|
||||||
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<meta http-equiv="X-UA-Compatible" content="IE=edge">
|
||||||
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
|
||||||
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<title>RESULT</title>
|
||||||
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</head>
|
||||||
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<body>
|
||||||
|
<section>
|
||||||
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<div>
|
||||||
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<h1>Decoded</h1>
|
||||||
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<img src="{{ url_for('upload', filename=image) }}" alt="Image Not Found">
|
||||||
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</div>
|
||||||
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<div>
|
||||||
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<h1>Secret Text:</h1>
|
||||||
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<p>{{ payload }}</p>
|
||||||
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</div>
|
||||||
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</section>
|
||||||
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</body>
|
||||||
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</html>
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@ -42,6 +42,7 @@
|
||||||
}
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}
|
||||||
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|
||||||
.form-container input[type="text"],
|
.form-container input[type="text"],
|
||||||
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.form-container input[type="number"],
|
||||||
.form-container input[type="file"],
|
.form-container input[type="file"],
|
||||||
.form-container input[type="submit"] {
|
.form-container input[type="submit"] {
|
||||||
display: inline-block;
|
display: inline-block;
|
||||||
|
@ -68,7 +69,8 @@
|
||||||
<input type="file" name="origin" id="fileInput">
|
<input type="file" name="origin" id="fileInput">
|
||||||
</div>
|
</div>
|
||||||
<div style="width: 100%; text-align: center; padding: 10px 0px">
|
<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">
|
<input type="submit" value="Encode">
|
||||||
</div>
|
</div>
|
||||||
</form>
|
</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>
|