Add application
Browse files- .gitignore +1 -0
- app.py +207 -0
- requirements.txt +4 -0
- utils.py +120 -0
.gitignore
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
venv
|
app.py
ADDED
|
@@ -0,0 +1,207 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
from PIL import Image, ImageDraw, PngImagePlugin
|
| 3 |
+
import io
|
| 4 |
+
import os
|
| 5 |
+
import cv2
|
| 6 |
+
import numpy as np
|
| 7 |
+
import uuid
|
| 8 |
+
|
| 9 |
+
|
| 10 |
+
# Helper functions
|
| 11 |
+
def to_bin(data):
|
| 12 |
+
if isinstance(data, str):
|
| 13 |
+
return ''.join([format(ord(i), "08b") for i in data])
|
| 14 |
+
elif isinstance(data, bytes):
|
| 15 |
+
return ''.join([format(i, "08b") for i in data])
|
| 16 |
+
elif isinstance(data, np.ndarray):
|
| 17 |
+
return [format(i, "08b") for i in data]
|
| 18 |
+
elif isinstance(data, int) or isinstance(data, np.uint8):
|
| 19 |
+
return format(data, "08b")
|
| 20 |
+
else:
|
| 21 |
+
raise TypeError("Type not supported.")
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
def encode(image_path, secret_data):
|
| 25 |
+
try:
|
| 26 |
+
# Read the image
|
| 27 |
+
image = cv2.imread(image_path)
|
| 28 |
+
if image is None:
|
| 29 |
+
return None, "Failed to read image"
|
| 30 |
+
|
| 31 |
+
# Calculate maximum bytes for encoding
|
| 32 |
+
n_bytes = (image.shape[0] * image.shape[1] * 3) // 8
|
| 33 |
+
|
| 34 |
+
# Prepare secret data
|
| 35 |
+
secret_data_with_delimiter = f'{secret_data}#####'
|
| 36 |
+
if len(secret_data_with_delimiter) >= n_bytes:
|
| 37 |
+
return None, "Watermark is too large for Image Size"
|
| 38 |
+
|
| 39 |
+
secret_data_with_delimiter += "====="
|
| 40 |
+
binary_secret_data = to_bin(secret_data_with_delimiter)
|
| 41 |
+
data_len = len(binary_secret_data)
|
| 42 |
+
|
| 43 |
+
# Create a copy of the image
|
| 44 |
+
watermarked_image = image.copy()
|
| 45 |
+
data_index = 0
|
| 46 |
+
|
| 47 |
+
# Encode the data
|
| 48 |
+
for i in range(watermarked_image.shape[0]):
|
| 49 |
+
for j in range(watermarked_image.shape[1]):
|
| 50 |
+
for k in range(3): # RGB channels
|
| 51 |
+
if data_index < data_len:
|
| 52 |
+
# Get the current pixel value
|
| 53 |
+
pixel = watermarked_image[i, j, k]
|
| 54 |
+
# Convert to binary and modify the least significant bit
|
| 55 |
+
binary_pixel = format(pixel, '08b')
|
| 56 |
+
new_pixel = binary_pixel[:-1] + binary_secret_data[data_index]
|
| 57 |
+
# Update the pixel value
|
| 58 |
+
watermarked_image[i, j, k] = int(new_pixel, 2)
|
| 59 |
+
data_index += 1
|
| 60 |
+
else:
|
| 61 |
+
break
|
| 62 |
+
if data_index >= data_len:
|
| 63 |
+
break
|
| 64 |
+
if data_index >= data_len:
|
| 65 |
+
break
|
| 66 |
+
|
| 67 |
+
return watermarked_image, None
|
| 68 |
+
except Exception as e:
|
| 69 |
+
return None, f"Error during encoding: {str(e)}"
|
| 70 |
+
|
| 71 |
+
|
| 72 |
+
def decode(image_path):
|
| 73 |
+
try:
|
| 74 |
+
# Read the image
|
| 75 |
+
image = cv2.imread(image_path)
|
| 76 |
+
if image is None:
|
| 77 |
+
return "Failed to read image"
|
| 78 |
+
|
| 79 |
+
binary_data = ""
|
| 80 |
+
# Extract the least significant bits
|
| 81 |
+
for i in range(image.shape[0]):
|
| 82 |
+
for j in range(image.shape[1]):
|
| 83 |
+
for k in range(3):
|
| 84 |
+
pixel = format(image[i, j, k], '08b')
|
| 85 |
+
binary_data += pixel[-1]
|
| 86 |
+
|
| 87 |
+
# Convert binary to text
|
| 88 |
+
decoded_data = ""
|
| 89 |
+
for i in range(0, len(binary_data), 8):
|
| 90 |
+
byte = binary_data[i:i+8]
|
| 91 |
+
if len(byte) == 8:
|
| 92 |
+
decoded_data += chr(int(byte, 2))
|
| 93 |
+
# Check for ending delimiter
|
| 94 |
+
if decoded_data[-5:] == "=====":
|
| 95 |
+
break
|
| 96 |
+
|
| 97 |
+
# Remove delimiters and return the message
|
| 98 |
+
if "#####" in decoded_data:
|
| 99 |
+
return decoded_data.split("#####")[0]
|
| 100 |
+
return "No watermark found"
|
| 101 |
+
|
| 102 |
+
except Exception as e:
|
| 103 |
+
return f"Error during decoding: {str(e)}"
|
| 104 |
+
|
| 105 |
+
|
| 106 |
+
def png_encode(im_name, extra):
|
| 107 |
+
try:
|
| 108 |
+
im = Image.open(im_name)
|
| 109 |
+
info = PngImagePlugin.PngInfo()
|
| 110 |
+
info.add_text("TXT", extra)
|
| 111 |
+
|
| 112 |
+
unique_id = str(uuid.uuid4())[:8]
|
| 113 |
+
filename, ext = os.path.splitext(im_name)
|
| 114 |
+
new_filename = f"{filename}_{unique_id}{ext}"
|
| 115 |
+
im.save(new_filename, "PNG", pnginfo=info)
|
| 116 |
+
|
| 117 |
+
width, height = im.size
|
| 118 |
+
rect_width, rect_height = 200, 50
|
| 119 |
+
x = width - rect_width - 10
|
| 120 |
+
y = height - rect_height - 10
|
| 121 |
+
global png_encode_coords
|
| 122 |
+
png_encode_coords = (x, y, rect_width, rect_height)
|
| 123 |
+
|
| 124 |
+
return new_filename, None
|
| 125 |
+
|
| 126 |
+
except Exception as e:
|
| 127 |
+
return None, str(e)
|
| 128 |
+
|
| 129 |
+
|
| 130 |
+
def highlight_watermark(image, coords=(0, 0, 100, 50), color="red", width=5):
|
| 131 |
+
try:
|
| 132 |
+
if isinstance(image, np.ndarray):
|
| 133 |
+
image = Image.fromarray(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))
|
| 134 |
+
draw = ImageDraw.Draw(image)
|
| 135 |
+
x, y, w, h = coords
|
| 136 |
+
draw.rectangle((max(0, x - 5), max(0, y - 5), x + w + 5, y + h + 5), outline=color, width=width)
|
| 137 |
+
return image
|
| 138 |
+
except Exception as e:
|
| 139 |
+
print(f"Error highlighting: {e}")
|
| 140 |
+
return image
|
| 141 |
+
|
| 142 |
+
|
| 143 |
+
# Gradio function handlers
|
| 144 |
+
def choose_encode(inp_im, inp_mark, cho):
|
| 145 |
+
try:
|
| 146 |
+
if not inp_im:
|
| 147 |
+
return None, "Please upload an image.", None
|
| 148 |
+
if not inp_mark:
|
| 149 |
+
return None, "Please enter watermark text.", None
|
| 150 |
+
|
| 151 |
+
if cho == "stegan":
|
| 152 |
+
watermarked_image, error_msg = encode(inp_im, inp_mark)
|
| 153 |
+
if error_msg:
|
| 154 |
+
return None, error_msg, None
|
| 155 |
+
|
| 156 |
+
output_path = os.path.splitext(inp_im)[0] + "_watermarked.png"
|
| 157 |
+
cv2.imwrite(output_path, watermarked_image)
|
| 158 |
+
return output_path, "Steganography watermark added successfully.", output_path
|
| 159 |
+
|
| 160 |
+
elif cho == "pnginfo":
|
| 161 |
+
output_path, error_msg = png_encode(inp_im, inp_mark)
|
| 162 |
+
if error_msg:
|
| 163 |
+
return None, error_msg, None
|
| 164 |
+
return output_path, "PNG metadata watermark added successfully.", output_path
|
| 165 |
+
except Exception as e:
|
| 166 |
+
return None, f"An unexpected error occurred: {e}", None
|
| 167 |
+
|
| 168 |
+
|
| 169 |
+
def detect_watermark(det_im):
|
| 170 |
+
if not det_im:
|
| 171 |
+
return "Please upload an image."
|
| 172 |
+
|
| 173 |
+
detected_text = decode(det_im)
|
| 174 |
+
if not detected_text or detected_text.startswith("Error"):
|
| 175 |
+
return "No watermark detected or not encoded with this tool."
|
| 176 |
+
|
| 177 |
+
return detected_text
|
| 178 |
+
|
| 179 |
+
|
| 180 |
+
# Gradio app
|
| 181 |
+
with gr.Blocks() as app:
|
| 182 |
+
with gr.Tab("Add Watermark"):
|
| 183 |
+
cho = gr.Radio(choices=["stegan", "pnginfo"], value="stegan", label="Watermark Method")
|
| 184 |
+
with gr.Row():
|
| 185 |
+
with gr.Column():
|
| 186 |
+
inp_im = gr.Image(label="Input Image", type="filepath")
|
| 187 |
+
inp_mark = gr.Textbox(label="Watermark Text")
|
| 188 |
+
mark_btn = gr.Button("Add Watermark")
|
| 189 |
+
msg_box = gr.Textbox(label="System Message")
|
| 190 |
+
file_output = gr.File(label="Download Watermarked Image")
|
| 191 |
+
with gr.Column():
|
| 192 |
+
out_im = gr.Image(label="Watermarked Image")
|
| 193 |
+
|
| 194 |
+
mark_btn.click(choose_encode, inputs=[inp_im, inp_mark, cho], outputs=[out_im, msg_box, file_output])
|
| 195 |
+
|
| 196 |
+
with gr.Tab("Detect Watermark"):
|
| 197 |
+
with gr.Row():
|
| 198 |
+
with gr.Column():
|
| 199 |
+
det_im = gr.Image(label="Watermarked Image", type="filepath")
|
| 200 |
+
det_btn = gr.Button("Detect Watermark")
|
| 201 |
+
with gr.Column():
|
| 202 |
+
det_msg = gr.Textbox(label="Detected Watermark", lines=6)
|
| 203 |
+
|
| 204 |
+
det_btn.click(detect_watermark, inputs=[det_im], outputs=[det_msg])
|
| 205 |
+
|
| 206 |
+
if __name__ == "__main__":
|
| 207 |
+
app.launch()
|
requirements.txt
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio==3.50.2
|
| 2 |
+
pillow==10.0.0
|
| 3 |
+
numpy==1.24.3
|
| 4 |
+
opencv-python-headless==4.8.0.76
|
utils.py
ADDED
|
@@ -0,0 +1,120 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import cv2
|
| 2 |
+
import numpy as np
|
| 3 |
+
from PIL import Image, PngImagePlugin
|
| 4 |
+
import os
|
| 5 |
+
import uuid
|
| 6 |
+
|
| 7 |
+
def to_bin(data):
|
| 8 |
+
if isinstance(data, str):
|
| 9 |
+
return ''.join([format(ord(i), "08b") for i in data])
|
| 10 |
+
elif isinstance(data, bytes):
|
| 11 |
+
return ''.join([format(i, "08b") for i in data])
|
| 12 |
+
elif isinstance(data, np.ndarray):
|
| 13 |
+
return [format(i, "08b") for i in data]
|
| 14 |
+
elif isinstance(data, int) or isinstance(data, np.uint8):
|
| 15 |
+
return format(data, "08b")
|
| 16 |
+
else:
|
| 17 |
+
raise TypeError("Type not supported.")
|
| 18 |
+
|
| 19 |
+
def encode(image_path, secret_data):
|
| 20 |
+
try:
|
| 21 |
+
# Read the image
|
| 22 |
+
image = cv2.imread(image_path)
|
| 23 |
+
if image is None:
|
| 24 |
+
return None, "Failed to read image"
|
| 25 |
+
|
| 26 |
+
# Calculate maximum bytes for encoding
|
| 27 |
+
n_bytes = (image.shape[0] * image.shape[1] * 3) // 8
|
| 28 |
+
|
| 29 |
+
# Prepare secret data
|
| 30 |
+
secret_data_with_delimiter = f'{secret_data}#####'
|
| 31 |
+
if len(secret_data_with_delimiter) + 5 >= n_bytes:
|
| 32 |
+
return None, "Watermark is too large for Image Size"
|
| 33 |
+
|
| 34 |
+
secret_data_with_delimiter += "====="
|
| 35 |
+
binary_secret_data = to_bin(secret_data_with_delimiter)
|
| 36 |
+
data_len = len(binary_secret_data)
|
| 37 |
+
|
| 38 |
+
# Create a copy of the image
|
| 39 |
+
watermarked_image = image.copy()
|
| 40 |
+
data_index = 0
|
| 41 |
+
|
| 42 |
+
# Encode the data
|
| 43 |
+
for i in range(watermarked_image.shape[0]):
|
| 44 |
+
for j in range(watermarked_image.shape[1]):
|
| 45 |
+
for k in range(3): # RGB channels
|
| 46 |
+
if data_index < data_len:
|
| 47 |
+
# Get the current pixel value
|
| 48 |
+
pixel = watermarked_image[i, j, k]
|
| 49 |
+
# Convert to binary and modify the least significant bit
|
| 50 |
+
binary_pixel = format(pixel, '08b')
|
| 51 |
+
new_pixel = binary_pixel[:-1] + binary_secret_data[data_index]
|
| 52 |
+
# Update the pixel value
|
| 53 |
+
watermarked_image[i, j, k] = int(new_pixel, 2)
|
| 54 |
+
data_index += 1
|
| 55 |
+
else:
|
| 56 |
+
break
|
| 57 |
+
if data_index >= data_len:
|
| 58 |
+
break
|
| 59 |
+
if data_index >= data_len:
|
| 60 |
+
break
|
| 61 |
+
|
| 62 |
+
return watermarked_image, None
|
| 63 |
+
except Exception as e:
|
| 64 |
+
return None, f"Error during encoding: {str(e)}"
|
| 65 |
+
|
| 66 |
+
def decode(image_path):
|
| 67 |
+
try:
|
| 68 |
+
# Read the image
|
| 69 |
+
image = cv2.imread(image_path)
|
| 70 |
+
if image is None:
|
| 71 |
+
return "Failed to read image"
|
| 72 |
+
|
| 73 |
+
binary_data = ""
|
| 74 |
+
# Extract the least significant bits
|
| 75 |
+
for i in range(image.shape[0]):
|
| 76 |
+
for j in range(image.shape[1]):
|
| 77 |
+
for k in range(3):
|
| 78 |
+
pixel = format(image[i, j, k], '08b')
|
| 79 |
+
binary_data += pixel[-1]
|
| 80 |
+
|
| 81 |
+
# Convert binary to text
|
| 82 |
+
decoded_data = ""
|
| 83 |
+
for i in range(0, len(binary_data), 8):
|
| 84 |
+
byte = binary_data[i:i+8]
|
| 85 |
+
if len(byte) == 8:
|
| 86 |
+
decoded_data += chr(int(byte, 2))
|
| 87 |
+
# Check for ending delimiter
|
| 88 |
+
if decoded_data[-5:] == "=====":
|
| 89 |
+
break
|
| 90 |
+
|
| 91 |
+
# Remove delimiters and return the message
|
| 92 |
+
if "#####" in decoded_data:
|
| 93 |
+
return decoded_data.split("#####")[0]
|
| 94 |
+
return "No watermark found"
|
| 95 |
+
|
| 96 |
+
except Exception as e:
|
| 97 |
+
return f"Error during decoding: {str(e)}"
|
| 98 |
+
|
| 99 |
+
def png_encode(im_name, extra):
|
| 100 |
+
try:
|
| 101 |
+
im = Image.open(im_name)
|
| 102 |
+
info = PngImagePlugin.PngInfo()
|
| 103 |
+
info.add_text("TXT", extra)
|
| 104 |
+
|
| 105 |
+
unique_id = str(uuid.uuid4())[:8]
|
| 106 |
+
filename, ext = os.path.splitext(im_name)
|
| 107 |
+
new_filename = f"{filename}_{unique_id}{ext}"
|
| 108 |
+
im.save(new_filename, "PNG", pnginfo=info)
|
| 109 |
+
|
| 110 |
+
width, height = im.size
|
| 111 |
+
rect_width, rect_height = 200, 50
|
| 112 |
+
x = width - rect_width - 10
|
| 113 |
+
y = height - rect_height - 10
|
| 114 |
+
global png_encode_coords
|
| 115 |
+
png_encode_coords = (x, y, rect_width, rect_height)
|
| 116 |
+
|
| 117 |
+
return new_filename, None
|
| 118 |
+
|
| 119 |
+
except Exception as e:
|
| 120 |
+
return None, str(e)
|