Picture of Soubarna Banik

Soubarna Banik, M.Sc.

Technical University of Munich

Postal address

Postal:
Boltzmannstr. 3
85748 Garching b. München


Curriculum Vitae

  • (2019 - Present) Ph.D. candidate, Technische Universität München (TUM), Germany
  • (2018) Master of Science, Intelligent Adaptive Systems, University of Hamburg, Germany
  • (2009) Bachelor of Technology, Computer Science & Engineering, West Bengal University of Technology, India

Research Interests

  • Human posture detection and tracking
  • Multi object tracking
  • Graph convolutional networks
  • Deep learning
  • Visual attention

Projects

  • reFit: Research and development of an algorithm for posture recognition and tracking

Open thesis topics

If you are interested in any of the following topics, please send me an email mentioning your interest area and a list of related work that you have done before. 

  • human 2D and 3D pose estimation using Graph CNN
  • human 2D to 3D pose tracking using Graph CNN and LSTM
  • pose estimation in scenes involving wheel chairs
  • head pose estimation for autonomous vehicles
  • Others: tracking, spatio-temporal data processing and 3D object detection

Bachelor thesis topics:

  • Re-training RGB pose estimation models on depth images in PyTorch
  • Development of a framework for integrating state of the art pose detection/tracking algorithm in a real world Gaming application used for rehabilitation. 

You will have opportunities to work with depth cameras, motion-capture system and machine learning.

Thesis Supervision

Ongoing:

  • Master thesis: Graph Networks for Relational Inductive Bias in Vision-Based Deep Reinforcement Learning of Robotic Manipulator Control, Marco Oliva, Mar, 2021
  • Master thesis: Evaluation of Gamification Aspects of a Vibration Board in Movement Therapy on the Example of Exercise Games, Hendrik Möller, Aug, 2021

Finished:

  • Master thesis: Comparative Analysis of the State-of-the-art Image Synthesis Methods used for Object Classification in Automotive Industry, Tobias Schuster, Dec. 2019 -May, 2020
  • Master thesis: Development of a Long Term Motivation and Progression System in Serious Games for Movement Therapy, Daniel Hook, May. 2020 - Jan, 2021

Publications

2021

  • Banik, Soubarna; Garcia, Alejandro Mendoza; Kiwull, Lorenz; Berweck, Steffen; Knoll, Alois: Vogtareuth Rehab Depth Datasets: Benchmark for Marker-less Posture Estimation in Rehabilitation. 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2021 mehr… BibTeX
  • Banik, Soubarna; Gracia, Alejandro Mendoza; Knoll, Alois: 3D Human Pose Regression using Graph Convolutional Network. IEEE International Conference on Image Processing (ICIP), 2021 mehr… BibTeX
  • Banik, Soubarna; Lauri, Mikko; Knoll, Alois; Frintrop, Simone: Object Localization with Attribute Preference based on Top-Down Attention. 13th International Conference on Computer Vision Systems (ICVS), 2021 mehr… BibTeX