AutoSpatial: Visual-Language Reasoning for Social Robot Navigation through Efficient Spatial Reasoning Learning

D. Helbing and P. Molnar, “Social force model for pedestrian dynamics,” Physical review E , vol. 51, no. 5, p. 4282, 1995

1995

Earlier work this paper cites.

M. Luber, L. Spinello, J. Silva, and K. O. Arras, “Socially-aware robot navigation: A learning approach,” in 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems . IEEE, 2012, pp. 902–907

2012

Earlier work this paper cites.

R. A. Epstein, E. Z. Patai, J. B. Julian, and H. J. Spiers, “The cognitive map in humans: spatial navigation and beyond,” Nature neuroscience , vol. 20, no. 11, pp. 1504–1513, 2017

2017

Earlier work this paper cites.

X. Xiao, B. Liu, G. Warnell, J. Fink, and P. Stone, “Appld: Adaptive planner parameter learning from demonstration,” IEEE Robotics and Automation Letters , vol. 5, no. 3, pp. 4541–4547, 2020

2020

Earlier work this paper cites.

M. Daza, D. Barrios-Aranibar, J. Diaz-Amado, Y. Cardinale, and J. Vilasboas, “An approach of social navigation based on proxemics for crowded environments of humans and robots,” Micromachines , vol. 12, no. 2, p. 193, 2021

2021

Earlier work this paper cites.

C. Mavrogiannis, F. Baldini, A. Wang, D. Zhao, P. Trautman, A. Steinfeld, and J. Oh, “Core challenges of social robot navigation: A survey,” ACM Transactions on Human-Robot Interaction , vol. 12, no. 3, pp. 1–39, 2023

2023

Earlier work this paper cites.

N. Hirose, D. Shah, A. Sridhar, and S. Levine, “Sacson: Scalable autonomous control for social navigation,” IEEE Robotics and Automation Letters , 2023

2023

Earlier work this paper cites.

A. Kamath, J. Hessel, and K.-W. Chang, “What’s” up” with vision-language models? investigating their struggle with spatial reasoning,” arXiv preprint arXiv:2310.19785 , 2023

Original

2023

Earlier work this paper cites.

A. Francis, C. Pérez-d’Arpino, C. Li, F. Xia, A. Alahi, R. Alami, A. Bera, A. Biswas, J. Biswas, R. Chandra, et al. , “Principles and guidelines for evaluating social robot navigation algorithms,” arXiv preprint arXiv:2306.16740 , 2023

Original

2023

Earlier work this paper cites.

A. Brohan, Y. Chebotar, C. Finn, K. Hausman, A. Herzog, D. Ho, J. Ibarz, A. Irpan, E. Jang, R. Julian, et al. , “Do as i can, not as i say: Grounding language in robotic affordances,” in Conference on robot learning . PMLR, 2023, pp. 287–318

2023

Cited alongside, same era.

Y. Cao, Y. Kang, C. Wang, and L. Sun, “Instruction mining: Instruction data selection for tuning large language models,” arXiv preprint arXiv:2307.06290 , 2023

Original

2023

Cited alongside, same era.

A. Zhang, C. Eranki, C. Zhang, J.-H. Park, R. Hong, P. Kalyani, L. Kalyanaraman, A. Gamare, A. Bagad, M. Esteva, and J. Biswas, “Towards robust robot 3d perception in urban environments: The ut campus object dataset,” 2023

2023

Cited alongside, same era.

R. Mirsky, X. Xiao, J. Hart, and P. Stone, “Conflict avoidance in social navigation—a survey,” ACM Transactions on Human-Robot Interaction , vol. 13, no. 1, pp. 1–36, 2024

2024

Cited alongside, same era.

D. Song, J. Liang, A. Payandeh, A. H. Raj, X. Xiao, and D. Manocha, “Vlm-social-nav: Socially aware robot navigation through scoring using vision-language models,” IEEE Robotics and Automation Letters , 2024

2024

Later among the works it cites.

A. H. Raj, Z. Hu, H. Karnan, R. Chandra, A. Payandeh, L. Mao, P. Stone, J. Biswas, and X. Xiao, “Rethinking social robot navigation: Leveraging the best of two worlds,” in 2024 IEEE International Conference on Robotics and Automation (ICRA) . IEEE, 2024, pp. 16 330–16 337

2024

Later among the works it cites.

B. Chen, Z. Xu, S. Kirmani, B. Ichter, D. Sadigh, L. Guibas, and F. Xia, “Spatialvlm: Endowing vision-language models with spatial reasoning capabilities,” in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , 2024, pp. 14 455–14 465

2024

Later among the works it cites.

D. Song, J. Liang, X. Xiao, and D. Manocha, “Tgs: Trajectory generation and selection using vision language models in mapless outdoor environments,” arXiv preprint arXiv:2408.02454 , 2024

Original