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A library to quickly find visually similar images
C PHP Shell
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Move composer.json to the root.

That's pretty ugly.
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                               .:. LIBPUZZLE .:.

            ------------------------ BLURB ------------------------

The Puzzle library is designed to quickly find visually similar images (gif,
png, jpg), even if they have been resized, recompressed, recolored or slightly

The library is free, lightweight yet very fast, configurable, easy to use and
it has been designed with security in mind. This is a C library, but is also
comes with a command-line tool and PHP bindings.

          ------------------------ REFERENCE ------------------------
The Puzzle library is a implementation of "An image signature for any kind of
image", by H. CHI WONG, Marschall BERN and David GOLDBERG.

         ------------------------ COMPILATION ------------------------
In order to load images, the library relies on the GD2 library.
You need to install gdlib2 and its development headers before compiling
The GD2 library is available as a pre-built package for most operating systems.
Debian and Ubuntu users should install the "libgd2-dev" or the "libgd2-xpm-dev"
Gentoo users should install "media-libs/gd".
OpenBSD, NetBSD and DragonflyBSD users should install the "gd" package.
MacPorts users should install the "gd2" package.
X11 support is not required for the Puzzle library.

Once GD2 has been installed, configure the Puzzle library as usual:


This is a standard autoconf script, if you're not familiar with it, please
have a look at the INSTALL file.

Compile the beast:


Try the built-in tests:

make check

If everything looks fine, install the software:

make install

If anything goes wrong, please submit a bug report to:
                       libpuzzle [at] pureftpd [dot] org

            ------------------------ USAGE ------------------------
The API is documented in the libpuzzle(3) and puzzle_set(3) man pages.
You can also play with the puzzle-diff test application.
See puzzle-diff(8) for more info about the puzzle-diff application.

In order to be thread-safe, every exported function of the library requires a
PuzzleContext object. That object stores various run-time tunables.

Out of a bitmap picture, the Puzzle library can fill a PuzzleCVec object :

  PuzzleContext context;
  PuzzleCVec cvec;
  puzzle_init_cvec(&context, &cvec);
  puzzle_fill_cvec_from_file(&context, &cvec, "directory/filename.jpg");

The PuzzleCvec structure holds two fields:
  signed char *vec:  a pointer to the first element of the vector
  size_t sizeof_vec: the number of elements
The size depends on the "lambdas" value (see puzzle_set(3)).

PuzzleCvec structures can be compared:

  d = puzzle_vector_normalized_distance(&context, &cvec1, &cvec2, 1);
d is the normalized distance between both vectors. If d is below 0.6, pictures
are probably similar.

If you need further help, feel free to subscribe to the mailing-list (see

          ------------------------ INDEXING ------------------------

How to quickly find similar pictures, if they are millions of records?

The original paper has a simple, yet efficient answer.

Cut the vector in fixed-length words. For instance, let's consider the
following vector:

[ a b c d e f g h i j k l m n o p q r s t u v w x y z ]

With a word length (K) of 10, you can get the following words:

[ a b c d e f g h i j ] found at position 0
[ b c d e f g h i j k ] found at position 1
[ c d e f g h i j k l ] found at position 2
etc. until position N-1

Then, index your vector with a compound index of (word + position).

Even with millions of images, K = 10 and N = 100 should be enough to have very
little entries sharing the same index.

Here's a very basic sample database schema:

|          signatures         |
| sig_id | signature | pic_id |

|           words          |
| pos_and_word | fk_sig_id |

I'd recommend splitting at least the "words" table into multiple tables and/or

By default (lambas=9) signatures are 544 bytes long. In order to save storage
space, they can be compressed to 1/third of their original size through the
puzzle_compress_cvec() function. Before use, they must be uncompressed with

         ------------------------ PUZZLE-DIFF ------------------------

A command-line tool is also available for scripting or testing.

It is installed as "puzzle-diff" and comes with a man page.

Sample usage:

- Output distance between two images:

$ puzzle-diff pic-a-0.jpg pics-a-1.jpg

- Compare two images, exit with 10 if they look the same, exit with 20 if
they don't (may be useful for scripts):

$ puzzle-diff -e pic-a-0.jpg pics-a-1.jpg
$ echo $?

- Compute distance, without cropping and with computing the average intensity
of the whole blocks:

$ puzzle-diff -p 1.0 -c pic-a-0.jpg pic-a-1.jpg

  ------------------------ COMPARING IMAGES WITH PHP ------------------------
A PHP extension is bundled with the Libpuzzle package, and it provides PHP
bindings to most functions of the library.

Documentation for the Libpuzzle PHP extension is available in the README-PHP

    ------------------------ APPS USING LIBPUZZLE ------------------------

Here are third-party projects using libpuzzle:

* ftwin -
  ftwin is a tool useful to find duplicate files according to their content on
your file system.

* Python bindings for libpuzzle: PyPuzzle

           ------------------------ CONTACT ------------------------

The main web site for the project is:

If you need to share ideas with other users, or if you need help, feel free to
subscribe to the mailing-list.

In order to subscribe, just send a mail with random content to:

listpuzzle-subscribe at pureftpd dot org

For anything else, you can get in touch with me at:

libpuzzle at pureftpd dot org

Thank you,

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