Bogdan Kwolek

About

Bogdan Kwolek is a leading researcher in computer vision and mobile robotics, whose work bridges real-time perception and autonomous navigation. His primary research areas include 3D body tracking, human-robot interaction, scene recognition, and visual control systems. Kwolek’s most influential contribution is the kernel particle filter for real-time 3D body tracking from monocular color images (52 citations), which enabled robust tracking using intensity and color cues with an articulated body model. He also pioneered vision-based feedback control for unicycle robots (14 citations), addressing posture tracking from static cameras. His work on person following and mobile camera localization using particle filters (12 citations) advanced autonomous robot navigation in dynamic environments. More recently, Kwolek has explored deep learning for scene recognition in indoor mobile robot localization (28 citations) and continuous hand gesture recognition for human-robot collaborative assembly (11 citations). His research consistently integrates probabilistic filtering, color vision, and deep neural networks to solve practical robotics challenges. With a career spanning over two decades, Kwolek’s work has laid foundational techniques for real-time visual tracking and human-aware robotics, making him a respected figure in the field.

Research Focus

Key Achievements

Top Papers

1. 1
   Kernel Particle Filter for Real-Time 3D Body Tracking in Monocular Color Images

   52 citations · 2006
2. 2
   Scene Recognition for Indoor Localization of Mobile Robots Using Deep CNN

   28 citations · 2018
3. 3
   Vision-based implementation of feedback control of unicycle robots

   14 citations · 1999
4. 4
   Visual System for Tracking and Interpreting Selected Human Actions

   13 citations · 2003
5. 5
   Person following and mobile camera localization using particle filters

   12 citations · 2004
6. 6
   Continuous Hand Gesture Recognition for Human-Robot Collaborative Assembly

   11 citations · 2023
7. 7
   Color vision based person following with a mobile robot

   9 citations · 2003
8. 8
   Deep Embeddings-based Place Recognition Robust to Motion Blur

   6 citations · 2021
9. 9
   Finding Location Using a Particle Filter and Histogram Matching

   2 citations · 2004
10. 10
    The usage of hidden Markov models in the vision system of a mobile robot

    2 citations · 2002

Key Collaborators

Contact & Links