Papers
120
Total Citations
13,549
H-Index
43
About
Frank Dellaert is a pioneering roboticist and computer scientist whose work has fundamentally shaped how autonomous robots perceive and navigate their environments. His research sits at the intersection of probabilistic reasoning, simultaneous localization and mapping (SLAM), and mobile robotics — fields where his contributions have earned him thousands of citations and widespread recognition across the robotics community. Dellaert is perhaps best known for developing Monte Carlo Localization (MCL), a probabilistic particle-filter approach to robot positioning that revolutionized real-time navigation in indoor environments. His series of papers on the subject, accumulating over 4,400 combined citations, established MCL as a foundational algorithm in the field. He further advanced SLAM methodology through landmark contributions including Square Root SAM and iSAM — efficient, mathematically elegant solutions that dramatically improved computational performance in mapping tasks, together cited nearly 2,000 times. His work on the MINERVA museum tour-guide robot demonstrated these probabilistic methods in dramatic real-world conditions, with the robot navigating among thousands of visitors at the Smithsonian over two weeks. His development of GTSAM, accompanied by accessible educational resources on factor graphs, has empowered a new generation of researchers to build sophisticated perception systems. Dellaert's career exemplifies the rare combination of theoretical rigor and practical, deployable innovation.
Research Focus
Key Achievements
Top Papers
- 1Robust Monte Carlo localization for mobile robots1,803 citations · 2001
- 2Monte Carlo localization for mobile robots1,613 citations · 2003
- 3Monte Carlo localization: efficient position estimation for mobile robots1,073 citations · 1999
- 4iSAM: Incremental Smoothing and Mapping1,059 citations · 2008
- 5
- 6MINERVA: a second-generation museum tour-guide robot696 citations · 2003
- 7Factor Graphs and GTSAM: A Hands-on Introduction537 citations · 2012
- 8Probabilistic Algorithms and the Interactive Museum Tour-Guide Robot Minerva521 citations · 2000
- 9Factor Graphs for Robot Perception409 citations · 2017
- 10Particle Filters for Mobile Robot Localization334 citations · 2001