# blind_watermark **Repository Path**: zzp_hobo/blind_watermark ## Basic Information - **Project Name**: blind_watermark - **Description**: About Blind Watermark (图片盲水印,提取水印无须原图!) - **Primary Language**: Python - **License**: MIT - **Default Branch**: master - **Homepage**: https://blindwatermark.github.io/blind_watermark/#/zh/ - **GVP Project**: No ## Statistics - **Stars**: 0 - **Forks**: 48 - **Created**: 2022-01-26 - **Last Updated**: 2022-01-26 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README
# blind-watermark Blind watermark based on dct and svd. [![PyPI](https://img.shields.io/pypi/v/blind_watermark)](https://pypi.org/project/blind_watermark/) [![Build Status](https://travis-ci.com/guofei9987/blind_watermark.svg?branch=master)](https://travis-ci.com/guofei9987/blind_watermark) [![codecov](https://codecov.io/gh/guofei9987/blind_watermark/branch/master/graph/badge.svg)](https://codecov.io/gh/guofei9987/blind_watermark) [![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) ![Platform](https://img.shields.io/badge/platform-windows%20|%20linux%20|%20macos-green.svg) [![stars](https://img.shields.io/github/stars/guofei9987/blind_watermark.svg?style=social)](https://github.com/guofei9987/blind_watermark/) [![fork](https://img.shields.io/github/forks/guofei9987/blind_watermark?style=social)](https://github.com/guofei9987/blind_watermark/fork) [![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 git@github.com: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 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: ```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 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: ```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 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: ```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 necessary The 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`, meaning use all processes. ## Related Project text_blind_watermark: [https://github.com/guofei9987/text_blind_watermark](https://github.com/guofei9987/text_blind_watermark) Embed message into text.