Local Navigation
Local navigation research focuses on enabling robots and autonomous systems to efficiently and safely navigate complex environments, achieving goals specified through various means, including language or visual cues. Current efforts concentrate on improving perception (e.g., using multi-sensor fusion, 3D reconstruction, and vision-language models) and planning (e.g., employing reinforcement learning, model predictive control, and A* search algorithms) in dynamic and cluttered settings. These advancements are crucial for applications ranging from autonomous vehicles and drones to assistive technologies for visually impaired individuals, impacting both robotics and accessibility.
Papers
VLN-Game: Vision-Language Equilibrium Search for Zero-Shot Semantic Navigation
Bangguo Yu, Yuzhen Liu, Lei Han, Hamidreza Kasaei, Tingguang Li, Ming Cao
InstruGen: Automatic Instruction Generation for Vision-and-Language Navigation Via Large Multimodal Models
Yu Yan, Rongtao Xu, Jiazhao Zhang, Peiyang Li, Xiaodan Liang, Jianqin Yin
VLA-3D: A Dataset for 3D Semantic Scene Understanding and Navigation
Haochen Zhang, Nader Zantout, Pujith Kachana, Zongyuan Wu, Ji Zhang, Wenshan Wang
Digital Twin for Autonomous Surface Vessels: Enabler for Safe Maritime Navigation
Daniel Menges, Adil Rasheed
Data-Driven Sampling Based Stochastic MPC for Skid-Steer Mobile Robot Navigation
Ananya Trivedi, Sarvesh Prajapati, Anway Shirgaonkar, Mark Zolotas, Taskin Padir
Implementación de Navegación en Plataforma Robótica Móvil Basada en ROS y Gazebo
Angel Da Silva, Santiago Fernández, Braian Vidal, Hiago Sodre, Pablo Moraes, Christopher Peters, Sebastian Barcelona, Vincent Sandin, William Moraes, Ahilen Mazondo, Brandon Macedo, Nathalie Assunção, Bruna de Vargas, André Kelbouscas, Ricardo Grando
Turn-by-Turn Indoor Navigation for the Visually Impaired
Santosh Srinivasaiah, Sai Kumar Nekkanti, Rohith Reddy Nedhunuri
IPPON: Common Sense Guided Informative Path Planning for Object Goal Navigation
Kaixian Qu, Jie Tan, Tingnan Zhang, Fei Xia, Cesar Cadena, Marco Hutter
Adaptive Diffusion Terrain Generator for Autonomous Uneven Terrain Navigation
Youwei Yu, Junhong Xu, Lantao Liu
Navigation under uncertainty: Trajectory prediction and occlusion reasoning with switching dynamical systems
Ran Wei, Joseph Lee, Shohei Wakayama, Alexander Tschantz, Conor Heins, Christopher Buckley, John Carenbauer, Hari Thiruvengada, Mahault Albarracin, Miguel de Prado, Petter Horling, Peter Winzell, Renjith Rajagopal
DR-MPC: Deep Residual Model Predictive Control for Real-world Social Navigation
James R. Han, Hugues Thomas, Jian Zhang, Nicholas Rhinehart, Timothy D. Barfoot