Discussions>How can I cluster images?>

How can I cluster images?

I've got a lot of images for every user.
I want to separate it into subgroups and thought about clustering.

How can I do image clustering?

3 votesJO242.00
1 Answers

Very simple. If your images are small and the dimention is not too big,
you can consider your image as a point of n-dim space, and cluster them all.
But if your images are big, you have to change your approach.

So it will work something like this:

  1. Choose a model, which has pre-trained version (lets say VGG, ResNet etc.)
  2. Take your images and pre-process them for chosen model
  3. Choose a layer of the model for feature extraction
  4. Feed the images and collect all feature vectors
  5. Run any clustering algorithm (K-means, DBSCAN, etc) on those vectors

An here it is. You clustered your images. By the way, if you do these steps, you are going to have a nice clusterization, because trained networks will let you separate them by semantics and by content.

Couldn't find what you were looking for?and we will find an expert to answer.
How helpful was this page?