Image similarity comparison simulating human perception (multiscale SSIM in C)
C Rust Objective-C Meson Makefile Shell

README.md

RGBA Structural Similarity

This tool computes (dis)similarity between two or more PNG images using an algorithm approximating human vision.

Comparison is done using the SSIM algorithm (based on Rabah Mehdi's implementation) at multiple weighed resolutions.

The value returned is 1/SSIM-1, where 0 means identical image, and >0 (unbounded) is amount of difference. Values are not directly comparable with other tools. See below on interpreting the values.

Features

  • Comparison is done in in L*a*b* color space (D65 white point, sRGB gamma) with chroma subsampling. Other implementations use "RGB" or grayscale without gamma correction.
  • Supports alpha channel.
  • Only needs C (C99) and libpng or Cocoa on OS X. No OpenCV or MATLAB needed.

Usage

dssim file-original.png file-modified.png

Will output something like "0.02341" (smaller is better) followed by a filename.

You can supply multiple filenames to compare them all with the first file:

dssim file.png modified1.png modified2.png modified3.png

You can save an image visualising the difference between the files:

dssim -o difference.png file.png file-modified.png

The dssim.c file is also usable as a C library.

Interpreting the values

The amount of difference goes from 0 to infinity. It's not a percentage.

If you're comparing two different image compression codecs, then ensure you either:

  • compress images to the same file size, and then use DSSIM to compare which one is closests to the original, or
  • compress images to the same DSSIM value, and compare file sizes to see how much file size gain each option gives.

More about benchmarking image compression.

Build or Download

You need libpng, zlib, pkg-config and make

make

Will give you dssim. On OS X make USE_COCOA=1 will compile without libpng.

You'll find downloads on GitHub releases page.

Debian packages for i386/amd64 can be installed for ubuntu (14.04 LTS) from ppa:

$ sudo apt-add-repository ppa:lkwg82/dssim
$ sudo apt-get update
$ sudo apt-get install dssim

(other versions on request)

Plain download from here: https://launchpad.net/~lkwg82/+archive/ubuntu/dssim/+packages

Accuracy

Scores for version 1.3 measured against TID2013 database:

TID2013 Category Spearman correlation
Noise -0.890
Actual -0.903
Simple -0.917
Exotic -0.787
New -0.897
Color -0.916
Full -0.852

License

DSSIM is dual-licensed under AGPL or commercial license.