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blind-watermark
Blind watermark based on DWT-DCT-SVD.
- Documentation: https://BlindWatermark.github.io/blind_watermark/#/en/
- 文档： https://BlindWatermark.github.io/blind_watermark/#/zh/
- 中文 readme README_cn.md
- Source code: https://github.com/guofei9987/blind_watermark
install
pip install blind-watermarkFor the current developer version:
git clone [email protected]:guofei9987/blind_watermark.git
cd blind_watermark
pip install .
How to use
Use in bash
# embed watermark into image:
blind_watermark --embed --pwd 1234 examples/pic/ori_img.jpeg "watermark text" examples/output/embedded.png
# extract watermark from image:
blind_watermark --extract --pwd 1234 --wm_shape 111 examples/output/embedded.pngUse in Python
Original Image + Watermark = Watermarked Image
+ '@guofei9987 开源万岁！' = 
See the codes
Embed watermark:
from blind_watermark import WaterMark
bwm1 = WaterMark(password_img=1, password_wm=1)
bwm1.read_img('pic/ori_img.jpg')
wm = '@guofei9987 开源万岁！'
bwm1.read_wm(wm, mode='str')
bwm1.embed('output/embedded.png')
len_wm = len(bwm1.wm_bit)
print('Put down the length of wm_bit {len_wm}'.format(len_wm=len_wm))Extract watermark:
bwm1 = WaterMark(password_img=1, password_wm=1)
wm_extract = bwm1.extract('output/embedded.png', wm_shape=len_wm, mode='str')
print(wm_extract)Output:
@guofei9987 开源万岁！
attacks on Watermarked Image
| attack method | image after attack | extracted watermark |
|---|---|---|
| Rotate 45 Degrees |  |
'@guofei9987 开源万岁！' |
| Random crop |  |
'@guofei9987 开源万岁！' |
| Masks |  |
'@guofei9987 开源万岁！' |
| Vertical cut |  |
'@guofei9987 开源万岁！' |
| Horizontal cut |  |
'@guofei9987 开源万岁！' |
| Resize |  |
'@guofei9987 开源万岁！' |
| Pepper Noise |  |
'@guofei9987 开源万岁！' |
| Brightness 10% Down |  |
'@guofei9987 开源万岁！' |
embed images
embed watermark:
from blind_watermark import WaterMark
bwm1 = WaterMark(password_wm=1, password_img=1)
# read original image
bwm1.read_img('pic/ori_img.jpg')
# read watermark
bwm1.read_wm('pic/watermark.png')
# embed
bwm1.embed('output/embedded.png')Extract watermark:
bwm1 = WaterMark(password_wm=1, password_img=1)
# notice that wm_shape is necessary
bwm1.extract(filename='output/embedded.png', wm_shape=(128, 128), out_wm_name='output/extracted.png', )| attack method | image after attack | extracted watermark |
|---|---|---|
| Rotate 45 Degrees | |
 |
| Random crop | |
 |
| Mask | |
|
embed array of bits
See it here
As demo, we embed 6 bytes data:
wm = [True, False, True, True, True, False]Embed:
from blind_watermark import WaterMark
bwm1 = WaterMark(password_img=1, password_wm=1)
bwm1.read_ori_img('pic/ori_img.jpg')
bwm1.read_wm([True, False, True, True, True, False], mode='bit')
bwm1.embed('output/embedded.png')Extract:
bwm1 = WaterMark(password_img=1, password_wm=1, wm_shape=6)
wm_extract = bwm1.extract('output/打上水印的图.png', mode='bit')
print(wm_extract)Notice that wm_shape (shape of watermark) is necessary
The output wm_extract is an array of float. set a threshold such as 0.5.
Concurrency
WaterMark(..., processes=None)processesnumber of processes, can be integer. DefaultNone, which means using all processes.
Related Project
text_blind_watermark: https://github.com/guofei9987/text_blind_watermark
Embed message into text.