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https://github.com/guofei9987/blind_watermark
Blind&Invisible Watermark ,图片盲水印,提取水印无须原图!
https://github.com/guofei9987/blind_watermark
blind-watermark image-processing watermark watermark-image
Last synced: 13 days ago
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Blind&Invisible Watermark ,图片盲水印,提取水印无须原图!
- Host: GitHub
- URL: https://github.com/guofei9987/blind_watermark
- Owner: guofei9987
- License: mit
- Created: 2019-07-16T14:08:51.000Z (over 5 years ago)
- Default Branch: master
- Last Pushed: 2024-04-20T04:40:43.000Z (7 months ago)
- Last Synced: 2024-05-23T03:02:08.914Z (6 months ago)
- Topics: blind-watermark, image-processing, watermark, watermark-image
- Language: Python
- Homepage: https://blindwatermark.github.io/blind_watermark/#/en/
- Size: 4.36 MB
- Stars: 5,357
- Watchers: 36
- Forks: 643
- Open Issues: 17
-
Metadata Files:
- Readme: README.md
- Funding: .github/FUNDING.yml
- License: LICENSE
Awesome Lists containing this project
README
# blind-watermark
Blind watermark based on DWT-DCT-SVD.
[![PyPI](https://img.shields.io/pypi/v/blind_watermark)](https://pypi.org/project/blind_watermark/)
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[![License](https://img.shields.io/pypi/l/blind_watermark.svg)](https://github.com/guofei9987/blind_watermark/blob/master/LICENSE)
![Python](https://img.shields.io/badge/python->=3.5-green.svg)
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[![Downloads](https://pepy.tech/badge/blind-watermark)](https://pepy.tech/project/blind-watermark)
[![Discussions](https://img.shields.io/badge/discussions-green.svg)](https://github.com/guofei9987/blind_watermark/discussions)- **Documentation:** [https://BlindWatermark.github.io/blind_watermark/#/en/](https://BlindWatermark.github.io/blind_watermark/#/en/)
- **文档:** [https://BlindWatermark.github.io/blind_watermark/#/zh/](https://BlindWatermark.github.io/blind_watermark/#/zh/)
- **中文 readme** [README_cn.md](README_cn.md)
- **Source code:** [https://github.com/guofei9987/blind_watermark](https://github.com/guofei9987/blind_watermark)# install
```bash
pip install blind-watermark
```For the current developer version:
```bach
git clone [email protected]:guofei9987/blind_watermark.git
cd blind_watermark
pip install .
```# How to use
## Use in bash
```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.png
```## Use in Python
Original Image + Watermark = Watermarked Image
![origin_image](docs/原图.jpeg) + '@guofei9987 开源万岁!' = ![打上水印的图](docs/打上水印的图.jpg)
See the [codes](/examples/example_str.py)
Embed watermark:
```python
from blind_watermark import WaterMarkbwm1 = 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:
```python
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|![旋转攻击](docs/旋转攻击.jpg)|'@guofei9987 开源万岁!'|
|Random crop|![截屏攻击](docs/截屏攻击2_还原.jpg)|'@guofei9987 开源万岁!'|
|Masks| ![多遮挡攻击](docs/多遮挡攻击.jpg) |'@guofei9987 开源万岁!'|
|Vertical cut|![横向裁剪攻击](docs/横向裁剪攻击_填补.jpg)|'@guofei9987 开源万岁!'|
|Horizontal cut|![纵向裁剪攻击](docs/纵向裁剪攻击_填补.jpg)|'@guofei9987 开源万岁!'|
|Resize|![缩放攻击](docs/缩放攻击.jpg)|'@guofei9987 开源万岁!'|
|Pepper Noise|![椒盐攻击](docs/椒盐攻击.jpg)|'@guofei9987 开源万岁!'|
|Brightness 10% Down|![亮度攻击](docs/亮度攻击.jpg)|'@guofei9987 开源万岁!'|### embed images
embed watermark:
```python
from blind_watermark import WaterMarkbwm1 = 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:
```python
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|![旋转攻击](docs/旋转攻击.jpg)|![](docs/旋转攻击_提取水印.png)|
|Random crop|![截屏攻击](docs/截屏攻击2_还原.jpg)|![多遮挡_提取水印](docs/多遮挡攻击_提取水印.png)|
|Mask| ![多遮挡攻击](docs/多遮挡攻击.jpg) |![多遮挡_提取水印](docs/多遮挡攻击_提取水印.png)|### embed array of bits
See it [here](/examples/example_bit.py)
As demo, we embed 6 bytes data:
```python
wm = [True, False, True, True, True, False]
```Embed:
```python
from blind_watermark import WaterMarkbwm1 = 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:
```python
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 necessaryThe output `wm_extract` is an array of float. set a threshold such as 0.5.
# Concurrency
```python
WaterMark(..., processes=None)
```
- `processes` number of processes, can be integer. Default `None`, which means using all processes.## Related Project
- text_blind_watermark (Embed message into text): [https://github.com/guofei9987/text_blind_watermark](https://github.com/guofei9987/text_blind_watermark)
- HideInfo(hide as image, hide as sounds, hide as text):[https://github.com/guofei9987/HideInfo](https://github.com/guofei9987/HideInfo)