Papers
13
Total Citations
573
H-Index
10
About
Babette Dellen is a prominent researcher whose work spans computer vision, robotics, and machine learning, with particular expertise in action recognition, scene understanding, and agricultural robotics. Her most influential contribution, "Learning the semantics of object–action relations by observation" (2011, 180 citations), introduced a groundbreaking framework enabling robots to recognize and replicate human manipulations through semantic representations — a pivotal advance in robot learning from demonstration. Building on this, her work on Semantic Event Chains and object-action categorization (2010, 80 citations) established powerful methods for simultaneous action recognition and object categorization from image sequences. Dellen has made equally significant contributions to agricultural robotics, developing sophisticated 3D plant modeling and leaf segmentation techniques using Time-of-Flight and stereo imaging data, work that has garnered nearly 170 combined citations. Her research on combining semantic and geometric features for indoor scene segmentation (2016, 51 citations) further demonstrates her breadth in enabling autonomous robot navigation. Notably, her work on real-time GPU-accelerated stereo video segmentation addresses critical computational constraints in mobile robotics. Across her portfolio, Dellen consistently bridges perception and action, equipping robots with richer environmental understanding for practical, real-world deployment.
Research Focus
Key Achievements
Top Papers
- 1Learning the semantics of object–action relations by observation180 citations · 2011
- 23D modelling of leaves from color and ToF data for robotized plant measuring96 citations · 2011
- 3Categorizing object-action relations from semantic scene graphs80 citations · 2010
- 4Robotized Plant Probing: Leaf Segmentation Utilizing Time-of-Flight Data59 citations · 2013
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- 6Realtime tracking and grasping of a moving object from range video37 citations · 2014
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- 8Execution of a dual-object (pushing) action with semantic event chains12 citations · 2011
- 9Robotic leaf probing via segmentation of range data into surface patches11 citations · 2012
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