NAME
Image::Similar - find out how similar two images are
SYNOPSIS
use Image::Similar 'load_image';
use Imager;
my $x = Imager->new ();
# Get image data from file
$x->read (file => 'x.png');
# Load image into Image::Similar
my $xi = load_image ($x);
my $y = Imager->new ();
# Get image data from file
$y->read (file => 'y.jpg');
# Load image into Image::Similar
my $yi = load_image ($y);
print "The difference is ", $xi->diff ($yi), ".\n";
VERSION
This documents version 0.05 of Image::Similar corresponding to git commit 337e72f29409dc8ae2fbed3b64c8ee008b0b3203 released on Tue Aug 23 09:56:53 2016 +0900.
DESCRIPTION
This is an experimental module for comparing images. It uses a simplified form of the algorithm described in "An image signature for any kind of image" to calculate image signatures and distances between images.
The module does not contain its own image-reading facility, so images must be loaded to the module via one of the following supported Perl modules:
- GD
-
All image types are supported. RGB images are combined to greyscale using constants taken from the source code of Imager.
- Imager
-
All image types are supported. Unless you only need to compare PNG images, and if you have no prior preference, we suggest using Imager since it is a very well-behaved module. The conversion to greyscale is done using Imager's own routines.
- Image::PNG::Libpng
-
This is used for some internals of Image::Similar related to testing thus it was installed when you installed Image::Similar. However, Image::PNG::Libpng is only for PNG images.
Image::Similar supports all PNG image types. It currently only supports bit depths of eight.
RGB images are combined to greyscale using constants taken from the source code of Imager. As of this version, there is no handling of the alpha channel (transparent pixels) and the background value is ignored.
Use "load_image" to load the image.
FUNCTIONS
load_image
Using Imager:
use Imager;
my $img = Imager->new ();
$img->read (file => 'my.jpg');
my $is = load_image ($img);
Using Image::PNG::Libpng:
use Image::PNG::Libpng ':all';
my $img = read_png_file ('my.png');
my $is = load_image ($img);
The return value is an Image::Similar object.
METHODS
new
my $is = Image::Similar->new (height => 10, width => 10);
Unless you want to change internals, use "load_image" instead of this.
The returned image currently contains a field $is->{image}
which you need to use the "set_pixel" method on to set the pixels.
diff
my $diff = $is1->diff ($is2);
This returns a floating-point number which is the difference between images $is1
and $is2
. This is meant to be approximately the same value as given by "vector_euclidean_length()" in Image::Libpuzzle, but no validation has been carried out yet.
signature
my $sig = $is->signature ();
Get the signature of the image. This is currently a text string consisting of digits 0-4 which identifies the image. This is liable to change with future versions of the module.
sig_diff
my $diff = $is->sig_diff ($sig);
Get the difference between $sig
and the image represented by $is
.
load_signature
my $is = load_signature ($sig);
Load $is
, an Image::Similar object, from $sig
.
TESTING AND INTERNAL METHODS
This section lists the testing and internal methods of the module, for people interested in extending or otherwise improving it. Since these are internal private methods, these are subject to change without notice.
write_png
$is->write_png ('test.png');
This is used in conjunction with "png_compare" in Image::PNG::Libpng (version 0.42 or later) to check that Image::Similar has correctly read in the image, by writing out Image::Similar's internal data as a PNG file.
load_image_gd
use Image::Similar;
use GD;
my $gd = GD::Image->newFromPng ("t/images/chess/chess-100.png");
my $is = Image::Similar::load_image_gd ($gd);
This is the internal routine used by "load_image" to load GD images.
load_image_imager
my $is = load_image_imager ($imager, %options);
This is the internal routine used by "load_image" to load Imager images. It is not exported. The options are
- make_grey_png
-
my $is = load_image_imager ($imager, make_grey_png => 'imager.png');
Make the greyscale PNG for comparing to Image::Similar's internal version. See "write_png" for how to extract Image::Similar's internal version.
load_image_libpng
my $is = load_image_libpng ($libpng);
This loads an image from the return value of "read_png_file" in Image::PNG::Libpng.
INTERNAL Image::Similar::Image METHODS
These methods work on the XS object within an Image::Similar, which is called Image::Similar::Image.
fill_grid
fill_grid ($img);
Calculate the image's signature and store it within $img
. This method is called automatically by "load_image", and it does not need to be called by "load_signature", which overrides it with values from the signature, so it should only be used when calling "new", filling the pixels by the user, and then making the signature "by hand" rather than via "load_image".
image_diff
my $diff = image_diff ($img1, $img2);
Compute the value for "diff".
set_pixel
$img->set_pixel ($x, $y, $grey);
$x
and $y
need to be integers, and $grey
needs to be an integer within 0-255.
get_rows
my $rows = $img->get_rows ();
Get the greyscale pixels from $img
as an array reference $rows
containing strings of bytes, one byte per pixel.
signature
my $sig = $image->signature ();
valid_image
if ($image->valid_image ()) {
# do something with image data
}
This returns a true value only if $image
contains valid image data. This is to distinguish between an image which is loaded from a stored signature using "fill_from_sig" and one which is loaded from an actual image.
fill_from_sig
my $image = Image::Similar::Image::fill_from_sig ($sig);
Fill $image
using signature data.
KNOWN PROBLEMS
Unimplemented parts of the original algorithm
The following parts of the original algorithm are unimplemented as of this version:
- Cropping
-
The 5% and 95% image cropping methods described in the paper are not used.
- Soft pixels
-
The soft pixel method is not used.
- Histogram of image
-
There is no balancing of the greyscale of the image using a histogram, it only uses the raw pixel values.
SEE ALSO
Other CPAN modules
- Image::Libpuzzle
-
This uses a similar algorithm to Image::Similar, but it requires installing a third-party library called libpuzzle, as well as the gd library.
- Image::Seek
-
This uses ImgSeek to find similar pictures in a library. It can load images via Imager, Image::Imlib2, or GD.
References
- An image signature for any kind of image
-
An image signature for any kind of image by H. Chi Wong, Marshall Bern, and David Goldberg, published in Proceedings: 2002 International Conference on Image Processing, Volume 1, date 22-25 September 2002.
AUTHOR
Ben Bullock, <bkb@cpan.org>
Request
If you'd like to see this module continued, let me know that you're using it. For example, send an email, write a bug report, star the project's github repository, add a patch, add a ++
on Metacpan.org, or write a rating at CPAN ratings. It really does make a difference. Thanks.
COPYRIGHT & LICENCE
This package and associated files are copyright (C) 2016 Ben Bullock.
You can use, copy, modify and redistribute this package and associated files under the Perl Artistic Licence or the GNU General Public Licence.