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We propose a method to tackle the problem of mapless collision-avoidance navigation where humans are present using 2D laser scans.
J. J. Guerrero, R. Martinez-Cantin, and C. Sagüés, “Visual map-less navigation based on homographies,” Journal of Robotic Systems , vol. 22, no. 10, pp. 569–581, 2005
2005
Earlier work this paper cites.
C. Giovannangeli, P. Gaussier, and G. Désilles, “Robust mapless outdoor vision-based navigation,” in 2006 IEEE/RSJ international conference on intelligent robots and systems . IEEE, 2006, pp. 3293–3300
2006
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E. A. Sisbot, L. F. Marin-Urias, R. Alami, and T. Simeon, “A human aware mobile robot motion planner,” IEEE Transactions on Robotics , vol. 23, no. 5, pp. 874–883, 2007
2007
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J. Van Den Berg, S. J. Guy, M. Lin, and D. Manocha, “Reciprocal n-body collision avoidance,” in Robotics research . Springer, 2011, pp. 3–19
2011
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S. Kohlbrecher, J. Meyer, O. von Stryk, and U. Klingauf, “A flexible and scalable slam system with full 3d motion estimation,” in Proc. IEEE International Symposium on Safety, Security and Rescue Robotics (SSRR) . IEEE, November 2011
2011
Earlier work this paper cites.
T. Kruse, A. K. Pandey, R. Alami, and A. Kirsch, “Human-aware robot navigation: A survey,” Robotics and Autonomous Systems , vol. 61, no. 12, pp. 1726–1743, 2013
2013
Earlier work this paper cites.
C. Mertz, L. E. Navarro-Serment, R. MacLachlan, P. Rybski, A. Steinfeld, A. Suppé, C. Urmson, N. Vandapel, M. Hebert, C. Thorpe, et al. , “Moving object detection with laser scanners,” Journal of Field Robotics , vol. 30, no. 1, pp. 17–43, 2013
2013
Earlier work this paper cites.
Z. Wang, “Laser-based detection and tracking of dynamic objects,” Ph.D. dissertation, University of Oxford, 2014
2014
Earlier work this paper cites.
2015
Earlier work this paper cites.
M. J. Proulx, O. S. Todorov, A. Taylor Aiken, and A. A. de Sousa, “Where am i? who am i? the relation between spatial cognition, social cognition and individual differences in the built environment,” Frontiers in psychology , vol. 7, p. 64, 2016
2016
Cited alongside, same era.
L. Tai, G. Paolo, and M. Liu, “Virtual-to-real deep reinforcement learning: Continuous control of mobile robots for mapless navigation,” in 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) . IEEE, 2017, pp. 31–36
2017
Cited alongside, same era.
Y. F. Chen, M. Liu, M. Everett, and J. P. How, “Decentralized non-communicating multiagent collision avoidance with deep reinforcement learning,” in 2017 IEEE international conference on robotics and automation (ICRA) . IEEE, 2017, pp. 285–292
2017
Cited alongside, same era.
2018
Later among the works it cites.
P. Long, T. Fanl, X. Liao, W. Liu, H. Zhang, and J. Pan, “Towards optimally decentralized multi-robot collision avoidance via deep reinforcement learning,” in 2018 IEEE International Conference on Robotics and Automation (ICRA) . IEEE, 2018, pp. 6252–6259
2018
Later among the works it cites.
2018
Later among the works it cites.
L. Tai, J. Zhang, M. Liu, and W. Burgard, “Socially compliant navigation through raw depth inputs with generative adversarial imitation learning,” in 2018 IEEE International Conference on Robotics and Automation (ICRA) . IEEE, 2018, pp. 1111–1117
2018
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2017
Cited alongside, same era.
Y. F. Chen, M. Everett, M. Liu, and J. P. How, “Socially aware motion planning with deep reinforcement learning,” in 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) . IEEE, 2017, pp. 1343–1350
2017
Cited alongside, same era.
Y. Zhu, R. Mottaghi, E. Kolve, J. J. Lim, A. Gupta, L. Fei-Fei, and A. Farhadi, “Target-driven visual navigation in indoor scenes using deep reinforcement learning,” in 2017 IEEE international conference on robotics and automation (ICRA) . IEEE, 2017, pp. 3357–3364
2017
Cited alongside, same era.
2017
Cited alongside, same era.
2017
Cited alongside, same era.
Later among the works it cites.
C. Chen, Y. Liu, S. Kreiss, and A. Alahi, “Crowd-robot interaction: Crowd-aware robot navigation with attention-based deep reinforcement learning,” in 2019 International Conference on Robotics and Automation (ICRA) . IEEE, 2019, pp. 6015–6022
2019
Closest in time.
T. Fan, X. Cheng, J. Pan, P. Long, W. Liu, R. Yang, and D. Manocha, “Getting robots unfrozen and unlost in dense pedestrian crowds,” IEEE Robotics and Automation Letters , vol. 4, no. 2, pp. 1178–1185, 2019
2019
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2019
Closest in time.
M. Pfeiffer, U. Schwesinger, H. Sommer, E. Galceran, and R. Siegwart, “Predicting actions to act predictably: Cooperative partial motion planning with maximum entropy models,” in 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) . IEEE, 2016, pp. 2096–2101
2096
Closest in time.