Luciano Spinello
Papers
30
Total Citations
2,131
H-Index
22
About
Luciano Spinello is a prominent robotics researcher whose work sits at the intersection of computer vision, human-robot interaction, and autonomous navigation. He has made transformative contributions to how robots perceive, track, and interact with people in dynamic, real-world environments. Spinello is perhaps best known for pioneering RGB-D-based people detection and tracking, developing novel multi-cue frameworks that leverage depth and color data to reliably identify humans across challenging conditions — work that has collectively accumulated over 600 citations. His socially-aware robot navigation research (165 citations) advanced the field by teaching robots to respect human comfort alongside conventional efficiency metrics, a critical step toward deploying robots in populated spaces. Beyond human-centric perception, Spinello has contributed significantly to robust visual localization and SLAM, developing techniques capable of matching scenes across dramatic seasonal changes using deep convolutional neural networks — essential for long-term autonomous operation. His multimodal deep learning architecture for RGB-D object recognition (133 citations) reflects his early adoption of CNNs for robotics applications. Spanning terrain classification for legged robots and audio-based activity recognition, Spinello's breadth demonstrates a consistent commitment to building robots that are contextually aware, adaptable, and genuinely capable of coexisting with humans across complex environments.
Research Focus
Key Achievements
Top Papers
- 1People detection in RGB-D data353 citations · 2011
- 2Robust Visual Robot Localization Across Seasons Using Network Flows192 citations · 2014
- 3People tracking in RGB-D data with on-line boosted target models172 citations · 2011
- 4Socially-aware robot navigation: A learning approach165 citations · 2012
- 5Multimodal deep learning for robust RGB-D object recognition133 citations · 2015
- 6A Layered Approach to People Detection in 3D Range Data132 citations · 2010
- 7Audio-based human activity recognition using Non-Markovian Ensemble Voting109 citations · 2012
- 8Haptic terrain classification for legged robots106 citations · 2010
- 9Tracking people in 3D using a bottom-up top-down detector104 citations · 2011
- 10Robust visual SLAM across seasons99 citations · 2015