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Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-27T18:15:14-07:00
by buchert
I'm a Linux user and I like to work from the command line. But I still use the Windows program VisiPics with Wine to find similar images. It gets better results than the Linux program findimagedupes, and it's better than any other Windows program I've tried.
I checked the installation folder for VisiPics and found that it uses ImageMagick:
http://pastebin.com/NxP5KDMC
So I'd like to stop using Visipics and just use ImageMagick, but I don't know the commands the VisiPics developer used. He stopped developing it in 2004.
There's a million programs to find dupicate images, but I like Visipics because it find similar images. I'd like a command that can search through a folder of hundreds of jpgs and give me a text output of similar images. Even better would be if the command could find the similar images and duplicates and move them to a subdirectory of the working directory, placing them next to each other through a naming scheme.
I don't know if this is a tall order, but thought I'd ask.
Re: Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-27T18:55:41-07:00
by fmw42
Imagemagick has a compare function for determining how different or the same two images are. See
http://www.imagemagick.org/script/compare.php
http://www.imagemagick.org/Usage/compare/
One of the methods is a perceptual hash. See
viewtopic.php?f=4&t=24906
Sorry, I am not a Windows user and know nothing about Visipics or how it uses Imagemagick.
Re: Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-27T19:17:56-07:00
by fmw42
Re: Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-28T04:54:36-07:00
by Bonzo
The VisiPics developer mentions algorithms which I presume he wrote and will probably not be built into Imagemagick. For a start you can compare different size images and I believe Imagemagick can not do that.
Re: Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-28T05:38:25-07:00
by snibgo
Given that one image may be a copy of another, but slightly rotated and cropped and scaled and adjusted for colour and tone, with a pretty border added, there is no simple algorithm that will test this situation.
This is the kind of pattern-matching that humans are good at but computers are not.
Visipics seems to work by applying a number of processes in a brute-force manner. The author has done the hard work of combining the low-level operations from IM (or whatever) into high-level decisions, thinking about both false negatives and false positives, and building an image-management layer on that.
Not a trivial task.
Re: Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-28T09:16:54-07:00
by fmw42
Bonzo wrote:The VisiPics developer mentions algorithms which I presume he wrote and will probably not be built into Imagemagick. For a start you can compare different size images and I believe Imagemagick can not do that.
Perceptual hash
Code: Select all
compare -metric phash image1 image2 null:
can compare two different size images (without the -subimage-search). It is to some extent rotation and scale invariant and also insensitive to other kinds of changes (brightness, contrast, compression, distortion). See my link in my previous post.
It is, however, generally limited to comparing color images to color images. It will not compare color to grayscale and is not good at comparing grayscale to grayscale.
Re: Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-28T09:50:36-07:00
by buchert
Thanks for the information. The developer has been working on version 2 since 2008, which will have a cli.
https://fr.linkedin.com/in/gfouet
I'm curious to try the following command out on a folder of jpgs. I mostly use Visipics for color images, so it's not a big deal if it can't work with grayscale. Could this command:
Code: Select all
compare -metric phash image1 image2 null:
be modified to compare a folder of jpgs and move the similar ones to a subfolder?
Re: Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-28T10:29:34-07:00
by fmw42
You would have to write a script and that depends upon your OS. That is why we always ask for the IM version and platform.
P.S. Similar images have small compare values. Identical images have a value of zero. The larger the value, the more different the images are.
Re: Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-28T10:55:52-07:00
by buchert
Manjaro Linux 16.06.1
ImageMagick 6.9.5.2-1
I tried this but it doesn't work:
Code: Select all
for image in *.jpg;
do comp=$(compare -metric phash $image null:);
mkdir -p $comp;
mv $image $comp;
done
Re: Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-28T11:16:34-07:00
by buchert
I'm getting these errors with the bash command above:
Code: Select all
compare: missing an image filename `test0001.jpg' @ error/compare.c/CompareImageCommand/957.
mkdir: missing operand
Try 'mkdir --help' for more information.
mv: missing destination file operand after 'test0001.jpg'
Try 'mv --help' for more information.
Re: Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-28T11:33:26-07:00
by snibgo
buchert wrote:compare: missing an image filename
That means you are missing an image filename. "compare" needs two inputs and one output. (The output is often "NULL:".)
Re: Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-28T11:47:46-07:00
by fmw42
You need two loops to compare two different images.
Code: Select all
compare -metric phash image1 image2 null:
if you put this result into a variable, you need
Code: Select all
value=$(compare -metric phash image1 image2 null: 2>&1)
Re: Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-28T15:52:22-07:00
by buchert
Thanks!
I'm doing something wrong. This is how I applied your code:
Code: Select all
#!/bin/bash
for image in *.jpg;
do value=$(compare -metric phash image1 image2 null: 2>&1);
mkdir -p $value;
mv $value;
done
What do I put in between mv and $value? I tried $image but got strange results. A bunch of folders were created and all the jpgs were moved into one of the folders.
Re: Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-28T17:30:03-07:00
by fmw42
buchert wrote:Thanks!
I'm doing something wrong. This is how I applied your code:
Code: Select all
#!/bin/bash
for image in *.jpg;
do value=$(compare -metric phash image1 image2 null: 2>&1);
mkdir -p $value;
mv $value;
done
This will not work for several reasons. You have no files named image1 and image2. They were just placeholders in my last message.
Second, using *.jpg, you only get one image at a time per loop iteration, so you can only compare $image to $image which will always be the same. You need two nested loops, one over $image1 and the other over $image2 (as variables for the filenames). You will also need to trap out the filenames so that you do not compare one image to itself. You may also want to set up the loop so that you do not check each image against another image twice, once as image1 vs image2 and the other as image2 vs image1.
Third, $value is the value returned from compare and it does not make sense to use them for directories. You should create new directory(s) ahead of time. Then use a conditional test inside the inner loop to find values less than a threshold (similar image) and move them to the new pre-created directory. If you want to move images that differ from each other, then make your conditional greater than some threshold. Or you can test values for different ranges and put the corresponding images into their respective range directories. Values can range from 0 to huge values, so there will be too many values for directories unless you put images into ranges as directories.
mv will be used to move the images that conform to the directories to those directories. Your mv is trying to find an image named $value and there will be no images. The command only returns the comparison value.
Re: Visipics and finding similar images and dupicates with ImageMagick
Posted: 2016-07-28T18:04:53-07:00
by fmw42
Here is a start. However, if you do not check the image1 vs image2 and image2 vs image1 issue, then you will end up moving both images.
Also note, you might find one smaller version of a larger image and it might move the smaller version if found first, since the phash will see them as the same. So you might want to add another conditional to compare sizes so you move the larger images of $image1 and $image2.
Code: Select all
threshold=20
for image1 in *.jpg; do
for image2 in *.jpg; do
if [ "$image1" != "$image2" ]; then
value=$(compare -metric phash $image1 $image2 null: 2>&1);
fi
if [[ $value < $threshold ]]; then
mv $image1 /path2emptydirectory/$image1
fi
done
Just edited to fix the $ in the compare statement.