F3.py
3.15 KB
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"""
<p>This module implements the F3 steganography algorithm invented by
Andreas Westfeld.</p>
It embeds a secret message in JPEG DCT coefficients.
It differs from simpler algorithms such as JSteg by subtracting the
absolute DCT value if the currently embedded bit and the LSB of the DCT
value are not equal. DCT coefficients with value 0 are ignored.<br />
If a DCT coefficient is equal to 1 or -1 the current bit
is embedded repeatedly in order to make non-ambiguous extraction possible.
"""
import time
import math
import numpy as np
from msteg.StegBase import StegBase
from common import *
class F3(StegBase):
""" This module has two methods: <i>embed_raw_data</i> to embed data
with the F3 algorithm and <i>extract_raw_data</i> to extract data
which was embedded previously. """
def __init__(self):
"""
Constructor of the F3 class.
"""
StegBase.__init__(self)
def embed_raw_data(self, src_cover, src_hidden, tgt_stego):
""" This method embeds arbitrary data into a cover image.
The cover image must be a JPEG.
src_cover - A valid pathname to an image file which serves as cover image
(the image which the secret image is embedded into).
src_hidden - A valid pathname to an arbitrary file that is supposed to be
embedded into the cover image.
tgt_stego - Target pathname of the resulting stego image. You should save to a
PNG or another lossless format, because many LSBs don't survive
lossy compression.
"""
self.t0 = time.time()
StegBase._post_embed_actions(self, src_cover, src_hidden, tgt_stego)
def extract_raw_data(self, src_steg, tgt_hidden):
""" This method extracts secret data from a stego image. It is
(obviously) the inverse operation of embed_raw_data.
src_stego - A valid pathname to an image file which serves as stego image.
tgt_hidden - A pathname denoting where the extracted data should be saved to.
"""
self.t0 = time.time()
StegBase._post_extract_actions(self, src_steg, tgt_hidden)
def _raw_embed(self, cov_data, hid_data, status_begin=0):
"""
cov_data - 4-D numpy.int32 array
hid_data - 1-D numpy.uint8 array
"""
hid_data = bytes2bits(hid_data)
i = 0
cnt = -1
for x in np.nditer(cov_data, op_flags=['readwrite']):
cnt = cnt + 1
if x == 0 or cnt % 64 == 0: continue
m = (hid_data[i] & 1)
if x & 1 != m:
x[...] -= math.copysign(1, x)
if x == 0: continue
i += 1
if i == hid_data.size: break
return cov_data,i
def _raw_extract(self, steg_data, num_bits):
"""
Just a small helper function to extract hidden data.
"""
hid_data = np.zeros(num_bits, np.uint8)
j = 0
cnt = -1
for x in np.nditer(steg_data):
cnt = cnt + 1
if x == 0 or cnt % 64 == 0: continue
if j >= num_bits: break
hid_data[j] = x & 1
j = j + 1
return hid_data,j
def __str__(self):
return 'F3'