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

B
Blog RSS Feed
WordPress大学
WordPress大学
博客园_首页
罗磊的独立博客
D
Docker
N
Netflix TechBlog - Medium
博客园 - Franky
Hugging Face - Blog
Hugging Face - Blog
D
DataBreaches.Net
I
InfoQ
L
LangChain Blog
GbyAI
GbyAI
V
V2EX
博客园 - 聂微东
P
Proofpoint News Feed
博客园 - 【当耐特】
腾讯CDC
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
量子位
Martin Fowler
Martin Fowler
有赞技术团队
有赞技术团队
U
Unit 42
博客园 - 司徒正美
大猫的无限游戏
大猫的无限游戏

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
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#