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ACACIA

On the record

API access
Nogithub.com · read 24 Sep 2026
Batch processing
Yesgithub.com · read 24 Sep 2026
Build requirements
Building requires Qt, libjpeg and libwebp, and the program requires a CPU with AVX and AVX2 support.github.com · read 11 Oct 2026
Compression method
It uses machine learning to predict how an individual image will compress and adjusts compression aggressiveness accordingly.github.com · read 11 Oct 2026
Compression modes
lossygithub.com · read 24 Sep 2026
Contact
The README lists John Thomson and Oleksandr Murashko as contacts at the University of St Andrews.github.com · read 11 Oct 2026
Dependencies
Building it requires Qt, libjpeg or libjpeg-turbo, and libwebp.github.com · read 11 Oct 2026
Image compatibility
The software is designed for previously uncompressed images; previously compressed images may produce less accurate results.github.com · read 11 Oct 2026
Input suitability
It is designed for previously uncompressed images; previously compressed images may produce less accurate results.github.com · read 11 Oct 2026
Integration licensing
The README says users interested in integrating ACACIA under a different license can contact the maintainers to discuss it.github.com · read 11 Oct 2026
Interfaces
It provides a graphical interface and a command line mode for batch processing.github.com · read 11 Oct 2026
License
ACACIA is free, open source software licensed under GPL-3.0.github.com · read 11 Oct 2026
Method
It uses machine learning to predict how an image will compress and adjusts compression strength for each image.github.com · read 11 Oct 2026
Performance requirement
The program uses AVX and AVX2 vector instructions, so it requires a CPU that supports them.github.com · read 11 Oct 2026
Purpose
ACACIA is an image compression tool that targets specified image quality or file size when compressing JPEG or WebP images.github.com · read 11 Oct 2026
Research citation
The README asks research users to cite the paper “Predicting and Optimizing Image Compression,” published in the Proceedings of the 2016 ACM Conference on Multimedia.github.com · read 11 Oct 2026
Research status
The README says ACACIA is not production software and is primarily intended to demonstrate research techniques.github.com · read 11 Oct 2026
Support contact
The README invites users to contact John Thomson at [email protected] with feedback or interest.github.com · read 11 Oct 2026

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