Project

Noise-based pseudo rehearsal for Continual Learning

Positions: Master's Candidate

Created: 2023-10-22 Deadline:

Location: Warsaw University of Technology, Poland

The goal of the project is to develop a method to mitigate the phenomenon of forgetting by utilizing various noise generation techniques. The starting point for further research will be the paper Learning to See by Looking at Noise. The work will encompass a review of currently applied rehearsal methods and the creation and in-depth analysis of a method utilizing noise to reduce forgetting. Two key aspects of the work will be optimizing the method for the model’s ultimate resistance to forgetting and the computational complexity of the proposed method.

Major

  • Artificial Intelligence

Contact: Tomasz Trzcinski (wojciech.masarczyk.dokt [ at ] pw.edu.pl)

Project's lab:

Computer Vision Lab is a research group at Warsaw University of Technology that gathers faculty and students working together on topics at the intersection of computer vision, machine learning and perception.

See lab's page