Mark Robson
Papers
2
Total Citations
15
H-Index
2
About
Mark Robson is a leading researcher in robotic manipulation, assembly planning, and task-aware grasping. His work focuses on bridging the gap between industrial automation and academic robotics by developing benchmarks and representations that enable robots to perform complex, real-world assembly tasks. Robson’s most notable contribution is the introduction of **RAMP** (Robotic Assembly Manipulation and Planning), an open-source benchmark inspired by industrial assembly lines. RAMP challenges robots to assemble beams and pegs into goal configurations, testing their planning, perception, and execution capabilities. This benchmark has quickly gained traction, accumulating **12 citations** since its 2023 release and becoming a standard for evaluating assembly systems. Additionally, Robson has advanced task-specific grasping with a **keypoint-based object representation** that generates stable grasps while respecting object and task constraints. His three-level representation, learned from few exemplars, allows robots to adapt grasps for diverse objects and tasks. Robson’s work is instrumental in moving robotic assembly from controlled labs to dynamic, real-world manufacturing environments, making him a key figure in the future of industrial robotics.
Research Focus
Key Achievements
Top Papers
- 1RAMP: A Benchmark for Evaluating Robotic Assembly Manipulation and Planning12 citations · 2023
- 2