Hi guys, I am working on a task to detect new unique face or person given any image. 

I  came across different models that could do this clustering. Example is 

• DBSCAN. 

However i am interested in a deep learning approach. 
Any deep learning algorithm for unique face clustering ?

Thanks in advance. 

@Victoria Amadin Thanks for your response.

Apparently, I ​am already using that for the image manipulation.

Thanks for the suggestions.

After some research I found the solution.

I used DBSCAN for clustering faces.

I used Pyfacy in combination with dlib for the unique face detection.

Hopefully this helps others.

Cheers.

In addition to this, Here was my process flow : 

• First detect faces (using neural networks) and opencv
• Encode feature extracted.
• cluster the features using DBSCAN
• implement auto increment for no of persons found on an image.