惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

爱范儿
爱范儿
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
G
GRAHAM CLULEY
www.infosecurity-magazine.com
www.infosecurity-magazine.com
V2EX - 技术
V2EX - 技术
The Last Watchdog
The Last Watchdog
S
Secure Thoughts
Webroot Blog
Webroot Blog
PCI Perspectives
PCI Perspectives
L
LINUX DO - 最新话题
Hacker News: Ask HN
Hacker News: Ask HN
N
News and Events Feed by Topic
H
Heimdal Security Blog
H
Help Net Security
T
The Blog of Author Tim Ferriss
P
Proofpoint News Feed
The GitHub Blog
The GitHub Blog
Jina AI
Jina AI
Recent Commits to openclaw:main
Recent Commits to openclaw:main
F
Full Disclosure
小众软件
小众软件
S
Securelist
罗磊的独立博客
NISL@THU
NISL@THU
D
Darknet – Hacking Tools, Hacker News & Cyber Security
C
Cisco Blogs
云风的 BLOG
云风的 BLOG
C
CERT Recently Published Vulnerability Notes
Cisco Talos Blog
Cisco Talos Blog
Know Your Adversary
Know Your Adversary
S
Schneier on Security
D
DataBreaches.Net
M
MIT News - Artificial intelligence
V
Vulnerabilities – Threatpost
N
News and Events Feed by Topic
有赞技术团队
有赞技术团队
F
Fortinet All Blogs
T
Tenable Blog
The Register - Security
The Register - Security
C
Check Point Blog
AWS News Blog
AWS News Blog
Cloudbric
Cloudbric
C
CXSECURITY Database RSS Feed - CXSecurity.com
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
C
Cyber Attacks, Cyber Crime and Cyber Security
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Google Online Security Blog
Google Online Security Blog
博客园 - 叶小钗
Hacker News - Newest:
Hacker News - Newest: "LLM"
博客园 - 司徒正美

jdhao's digital space

Conversion between base64 and OpenCV or PIL Image 腾讯云对象存储博客图床开启 CDN 加速(不需要购买额外域名) Search and Replace in Multiple Files in Vim/Neovim Change Table Column Width in LaTeX Image or Table Side by Side in LaTeX LaTeX 并排显示图像或表格 Firenvim: Neovim inside Your Browser Content inside HTML tags missing in Latest Hugo? Creating Markdown Front Matter with Ultisnips Labelme JSON 标注格式转 voc XML 格式 Nifty Nvim Techniques That Make My Life Easier -- Series 6 macOS 下如何为视频制作字幕 Running Command Asynchronously inside Neovim Resolving Merge Conflict after Git Stash Pop Pylint: command not found? A Hands-on Experience with Neovim's Built-in LSP Support How to Convert PDF to Images with Imagemagick 互联网上常用缩略语集锦 File Backup in Neovim Converting PDF Pages to Images with Poppler Nifty Nvim Techniques That Make My Life Easier -- Series 5 Neovim Configuration for System-wide Use How to sort a list of tuple or list in Python -- lambda or itemgetter? Building A Vim Statusline from Scratch 人类第一颗原子弹爆炸始末 Distributed Training in PyTorch with Horovod Learning Expect Programming Essential Knowledge about SSH Nifty LaTeX Techniques -- Series 1 更改 Adsense 邮寄地址,重新寄送 PIN Mintty Tips and Configurations Generating Table of Contents for Markdown with Tagbar Convert Python Script to Exe on Windows with Pyinstaller Ubuntu on Windows Missing after Windows Update 使用代理加速 Mac 终端下载速度 My Experience with Several Zsh Plugin Managers 深圳租房小记 How to Install zplug inside Docker Container Why don't settings inside bashrc or bash_profile take effect? Setting Up Locale in Linux 谷歌 Adsense 申请及在 Hugo 中的配置 How to Write Algorithm Pseudo Code in LaTeX Nifty Nvim Techniques That Make My Life Easier -- Series 4 A Few Grammar Questions in Writing How to Read and Write Images with Unicode Paths in OpenCV Creating A Professional Table in LaTeX with booktabs How to Create Proper Folding for Vim/Nvim Configuration Linux Tips and Tricks -- s1 JPEG Image Orientation and Exif How Do I Show the Current File Path In Neovim? Difference between view, reshape, transpose and permute in PyTorch Convert PIL or OpenCV Image to Bytes without Saving to Disk Fast Movement and Navigation Inside Vim or Neovim Unintuitive Behaviour of Case Sensitivity in Python glob Binding Keys in Zsh 几把机械键盘试用体验 Nvim Autocompletion with Deoplete Converting Markdown to Beautiful PDF with Pandoc Exclusive and Inclusive Motion in Neovim/Vim Nifty Nvim Techniques Which Make My Life Easier -- Series 3 Why Doesn't Jedi Autocompletion Work for Some Methods Vim-like Editing inside Browser Markdown 生成 HTML 时汉字之间出现多余空格问题 小米 9 安装谷歌商店(Google Play Store)与相关配置 Create Mappings That Take A Count in Neovim Spell Checking in Nvim English Words Completion inside Neovim/Vim How to Use Python Inside Vim Script with Neovim Nifty Little Nvim Techniques to Make My Life Easier -- Series 2 Setting up Ultisnips for Neovim Mac 上罗技 M590 鼠标设置 Nifty Little Nvim Techniques to Make My Life Easier -- Series 1 A Complete Guide on Writing LaTeX with Vimtex in Neovim Manipulating Images with Alpha Channels in Pillow Sublime Text Regular Expression Cheat Sheet Cropping Rotated Rectangles from Image with OpenCV Boosting Your Productivity on Terminal with Zsh and Plugins 最新版 Rime 输入法使用 (2022 更新) Display Image with Pillow inside Ubuntu on Windows Faster Directory Navigation with z.lua Cmder Advanced Configurations Nvim-qt Settings on Windows 10 Tmux Plugin Install and Management How to Debug Python Code in Terminal Markdown Writing and Previewing in Neovim -- A Complete Guide Line Number Settings for More Efficient Movement in Neovim 两个大规模中文语料库介绍以及处理 Windows 系统下几款程序员不可不用的神器 我的 2018 阅读清单 A Complete Guide to Neovim Configuration for Python Development How Is Newline Handled in Python and Various Editors? Two Issues Related to ImageFont Module in PIL 在 Listary 中调用 GoldenDict 或欧路词典查单词 Reading and Writing Text Files on Windows The Mathematics behind Font Shapes --- Bézier Curves and More 快速识别图片字体:字体识别工具介绍 Deoplete Failed to Load at Startup after Updating Python neovim Package What Is The Difference between pip, pip3 and pip3.6 Shipped with Anaconda3? Windows 10 系统下 Neovim 安装与配置 How to Use shutil.move() on Windows and Linux
JPEG Image Quality in PIL
2019-07-20 · via jdhao's digital space

Introduction#

The other day, I was haunted by a bug and found that it was an issue with the image quality saved by Pillow after spending a few hours debugging the code.

Initially, the workflow of my code was like loading the JPEG image with PIL and after some operation, saving the image again. But I didn’t give any other parameters except the file name when using Image.save() method.

The quality parameter#

After looking up the documentation, I find that PIL will save the image with quality factor 75 by default so that the image quality is decreased. The documentation for quality says:

The image quality, on a scale from 1 (worst) to 95 (best). The default is 75. Values above 95 should be avoided; 100 disables portions of the JPEG compression algorithm, and results in large files with hardly any gain in image quality.

Using a quality factor of 95 should be enough to preserve the image quality:

img.save('test.jpg', quality=95)

Subsampling#

According to this post, even if you use quality=100, the saved image will still be slightly different from the original image. This is because PIL will also use subsampling technique to reduce the image size. You can use subsampling=0 to turn off this feature. Overall, to retain the content of original image, you may use:

img.save('test.jpg', quality=100, subsampling=0)

Other options for quality#

For JPEG files, there are also a list of preset options you can use for the quality parameter, such web_high, high. The complete list of options can be found here. These preset options will set the subsampling factor and quantization table which is used in image quantization process.

References#