DeepDPM: Deep Clustering With An Unknown Number of Clusters

This repo contains the implementation of our paper:

DeepDPM: Deep Clustering With An Unknown Number of Clusters

Meitar Ronen, Shahaf Finder and Oren Freifeld.

DeepDPM clustering example on 2D data.
On the left: DeepDPM’s predicted clusters’ assignments, centers and covariances. On the right: Clusters colored by the GT labels, and the net’s decision boundary.

Examples of the clusters found by DeepDPM on the ImageNet Dataset:

Examples of the clusters found by DeepDPM on the ImageNet dataset

Table of Contents
  1. Introduction
  2. Installation
  3. Training
  4. Citation
  5.  

     

     

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