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A Data-driven Model for Interaction-aware Pedestrian Motion Prediction
  in Object Cluttered Environments
v1v2 (latest)

A Data-driven Model for Interaction-aware Pedestrian Motion Prediction in Object Cluttered Environments

25 September 2017
Mark Pfeiffer
Giuseppe Paolo
H. Sommer
Juan I. Nieto
Roland Siegwart
Cesar Cadena
ArXiv (abs)PDFHTML

Papers citing "A Data-driven Model for Interaction-aware Pedestrian Motion Prediction in Object Cluttered Environments"

48 / 48 papers shown
Dynamic Risk-Aware MPPI for Mobile Robots in Crowds via Efficient Monte Carlo Approximations
Dynamic Risk-Aware MPPI for Mobile Robots in Crowds via Efficient Monte Carlo Approximations
Elia Trevisan
Khaled A. Mustafa
Godert Notten
Xinwei Wang
Javier Alonso-Mora
178
6
0
26 Jun 2025
Semantically-driven Deep Reinforcement Learning for Inspection Path Planning
Semantically-driven Deep Reinforcement Learning for Inspection Path PlanningIEEE Robotics and Automation Letters (IEEE RA-L), 2025
Grzegorz Malczyk
Mihir Kulkarni
Kostas Alexis
249
5
0
20 May 2025
Continuous Locomotive Crowd Behavior Generation
Continuous Locomotive Crowd Behavior GenerationComputer Vision and Pattern Recognition (CVPR), 2025
Inhwan Bae
Junoh Lee
Hae-Gon Jeon
488
4
0
07 Apr 2025
Vulnerable Road User Detection and Safety Enhancement: A Comprehensive Survey
Vulnerable Road User Detection and Safety Enhancement: A Comprehensive Survey
Renato M. Silva
Gregório F. Azevedo
M. V. Berto
Jean R. Rocha
E. C. Fidelis
Matheus V. Nogueira
Pedro H. Lisboa
Tiago A. Almeida
588
17
0
29 May 2024
SingularTrajectory: Universal Trajectory Predictor Using Diffusion Model
SingularTrajectory: Universal Trajectory Predictor Using Diffusion Model
Inhwan Bae
Young-Jae Park
Hae-Gon Jeon
309
52
0
27 Mar 2024
Can Language Beat Numerical Regression? Language-Based Multimodal
  Trajectory Prediction
Can Language Beat Numerical Regression? Language-Based Multimodal Trajectory Prediction
Inhwan Bae
Junoh Lee
Hae-Gon Jeon
426
66
0
27 Mar 2024
A Safer Vision-based Autonomous Planning System for Quadrotor UAVs with
  Dynamic Obstacle Trajectory Prediction and Its Application with LLMs
A Safer Vision-based Autonomous Planning System for Quadrotor UAVs with Dynamic Obstacle Trajectory Prediction and Its Application with LLMs
J. Zhong
Ming Li
Yinliang Chen
Zihang Wei
Fan Yang
Haoran Shen
342
30
0
21 Nov 2023
Trajectory Prediction for Robot Navigation using Flow-Guided Markov
  Neural Operator
Trajectory Prediction for Robot Navigation using Flow-Guided Markov Neural OperatorIEEE International Conference on Robotics and Automation (ICRA), 2023
Rashmi Bhaskara
Hrishikesh Viswanath
Aniket Bera
322
15
0
17 Sep 2023
EigenTrajectory: Low-Rank Descriptors for Multi-Modal Trajectory
  Forecasting
EigenTrajectory: Low-Rank Descriptors for Multi-Modal Trajectory ForecastingIEEE International Conference on Computer Vision (ICCV), 2023
Inhwan Bae
Jean Oh
Hae-Gon Jeon
324
70
0
18 Jul 2023
A Transferability Metric Using Scene Similarity and Local Map
  Observation for DRL Navigation
A Transferability Metric Using Scene Similarity and Local Map Observation for DRL NavigationIEEE/ASME transactions on mechatronics (IEEE/ASME Trans. Mechatronics), 2023
Shiwei Lian
Feitian Zhang
346
7
0
08 Jun 2023
Simultaneous Action Recognition and Human Whole-Body Motion and Dynamics
  Prediction from Wearable Sensors
Simultaneous Action Recognition and Human Whole-Body Motion and Dynamics Prediction from Wearable SensorsIEEE-RAS International Conference on Humanoid Robots (Humanoids), 2022
Kourosh Darvish
S. Ivaldi
Daniele Pucci
AI4CE
167
3
0
14 Mar 2023
Data-Driven Stochastic Motion Evaluation and Optimization with Image by
  Spatially-Aligned Temporal Encoding
Data-Driven Stochastic Motion Evaluation and Optimization with Image by Spatially-Aligned Temporal EncodingIEEE International Conference on Robotics and Automation (ICRA), 2023
Takeru Oba
Norimichi Ukita
333
3
0
10 Feb 2023
Safety-compliant Generative Adversarial Networks for Human Trajectory
  Forecasting
Safety-compliant Generative Adversarial Networks for Human Trajectory Forecasting
Parth Kothari
Alexandre Alahi
338
42
0
25 Sep 2022
Learning Pedestrian Group Representations for Multi-modal Trajectory
  Prediction
Learning Pedestrian Group Representations for Multi-modal Trajectory PredictionEuropean Conference on Computer Vision (ECCV), 2022
Inhwan Bae
Jin-Hwi Park
Hae-Gon Jeon
237
75
0
20 Jul 2022
A Two-Block RNN-based Trajectory Prediction from Incomplete Trajectory
A Two-Block RNN-based Trajectory Prediction from Incomplete TrajectoryIEEE Access (IEEE Access), 2022
Ryoske Fujii
J. Vongkulbhisal
Ryo Hachiuma
Hideo Saito
393
18
0
14 Mar 2022
Where to Look Next: Learning Viewpoint Recommendations for Informative
  Trajectory Planning
Where to Look Next: Learning Viewpoint Recommendations for Informative Trajectory PlanningIEEE International Conference on Robotics and Automation (ICRA), 2022
Max Lodel
B. Brito
Álvaro Serra-Gómez
L. Ferranti
Robert Babuška
Javier Alonso-Mora
195
41
0
04 Mar 2022
Improving Pedestrian Prediction Models with Self-Supervised Continual
  Learning
Improving Pedestrian Prediction Models with Self-Supervised Continual LearningIEEE Robotics and Automation Letters (RA-L), 2022
Luzia Knoedler
C. Salmi
Hai Zhu
B. Brito
Javier Alonso-Mora
SSLCLL
204
17
0
15 Feb 2022
Review of Pedestrian Trajectory Prediction Methods: Comparing Deep
  Learning and Knowledge-based Approaches
Review of Pedestrian Trajectory Prediction Methods: Comparing Deep Learning and Knowledge-based Approaches
R. Korbmacher
A. Tordeux
353
151
0
11 Nov 2021
Deep Social Force
Deep Social Force
S. Kreiss
186
19
0
24 Sep 2021
What we see and What we don't see: Imputing Occluded Crowd Structures
  from Robot Sensing
What we see and What we don't see: Imputing Occluded Crowd Structures from Robot Sensing
Javad Amirian
J. Hayet
J. Pettré
205
3
0
17 Sep 2021
Move Beyond Trajectories: Distribution Space Coupling for Crowd
  Navigation
Move Beyond Trajectories: Distribution Space Coupling for Crowd Navigation
Muchen Sun
Francesca Baldini
Pete Trautman
Todd Murphey
243
33
0
25 Jun 2021
A Survey on Human-aware Robot Navigation
A Survey on Human-aware Robot Navigation
Ronja Möller
Antonino Furnari
Sebastiano Battiato
Aki Härmä
G. Farinella
396
109
0
22 Jun 2021
Predicting Vehicles Trajectories in Urban Scenarios with Transformer
  Networks and Augmented Information
Predicting Vehicles Trajectories in Urban Scenarios with Transformer Networks and Augmented Information
A. Quintanar
David Fernández Llorca
Ignacio Parra
R. Izquierdo
Miguel Ángel Sotelo
264
42
0
01 Jun 2021
Asymmetrical Bi-RNN for pedestrian trajectory encoding
Asymmetrical Bi-RNN for pedestrian trajectory encoding
Raphael Rozenberg
Joseph Gesnouin
Fabien Moutarde
220
12
0
01 Jun 2021
Interpretable Social Anchors for Human Trajectory Forecasting in Crowds
Interpretable Social Anchors for Human Trajectory Forecasting in CrowdsComputer Vision and Pattern Recognition (CVPR), 2021
Parth Kothari
Brian Sifringer
Alexandre Alahi
HAIAI4TS
228
70
0
07 May 2021
LaPred: Lane-Aware Prediction of Multi-Modal Future Trajectories of
  Dynamic Agents
LaPred: Lane-Aware Prediction of Multi-Modal Future Trajectories of Dynamic AgentsComputer Vision and Pattern Recognition (CVPR), 2021
Byeoungdo Kim
Seonghyeon Park
S. Lee
Elbek Khoshimjonov
Dongsuk Kum
Junsoo Kim
Jeong Soo Kim
J. Choi
358
140
0
01 Apr 2021
IPAPRec: A promising tool for learning high-performance mapless
  navigation skills with deep reinforcement learning
IPAPRec: A promising tool for learning high-performance mapless navigation skills with deep reinforcement learningIEEE/ASME transactions on mechatronics (IEEE/ASME Trans. Mechatronics), 2021
Wei Zhang
Yunfeng Zhang
Ning Liu
Kai Ren
Pengfei Wang
258
25
0
22 Mar 2021
FloMo: Tractable Motion Prediction with Normalizing Flows
FloMo: Tractable Motion Prediction with Normalizing FlowsIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2021
Christoph Schöller
Alois C. Knoll
259
31
0
05 Mar 2021
Learning Interaction-Aware Trajectory Predictions for Decentralized
  Multi-Robot Motion Planning in Dynamic Environments
Learning Interaction-Aware Trajectory Predictions for Decentralized Multi-Robot Motion Planning in Dynamic EnvironmentsIEEE Robotics and Automation Letters (RA-L), 2021
Hai Zhu
Francisco Martínez Claramunt
B. Brito
Javier Alonso-Mora
240
72
0
10 Feb 2021
Pedestrian Trajectory Prediction using Context-Augmented Transformer
  Networks
Pedestrian Trajectory Prediction using Context-Augmented Transformer Networks
Khaled Saleh
ViT
546
9
0
03 Dec 2020
Learn to Navigate Maplessly with Varied LiDAR Configurations: A Support
  Point-Based Approach
Learn to Navigate Maplessly with Varied LiDAR Configurations: A Support Point-Based ApproachIEEE Robotics and Automation Letters (RA-L), 2020
Wei Zhang
Ning Liu
Yunfeng Zhang
3DPC
282
29
0
20 Oct 2020
Social-VRNN: One-Shot Multi-modal Trajectory Prediction for Interacting
  Pedestrians
Social-VRNN: One-Shot Multi-modal Trajectory Prediction for Interacting PedestriansConference on Robot Learning (CoRL), 2020
B. Brito
Hai Zhu
Wei Pan
Javier Alonso-Mora
3DHDRL
229
33
0
18 Oct 2020
Pedestrian Trajectory Prediction with Convolutional Neural Networks
Pedestrian Trajectory Prediction with Convolutional Neural Networks
Simone Zamboni
Zekarias T. Kefato
Sarunas Girdzijauskas
Noren Christoffer
L. D. Col
HAI
239
118
0
12 Oct 2020
Leveraging Stereo-Camera Data for Real-Time Dynamic Obstacle Detection
  and Tracking
Leveraging Stereo-Camera Data for Real-Time Dynamic Obstacle Detection and Tracking
Thomas Eppenberger
Gianluca Cesari
Marcin Dymczyk
Roland Siegwart
Renaud Dubé
386
53
0
21 Jul 2020
Human Trajectory Forecasting in Crowds: A Deep Learning Perspective
Human Trajectory Forecasting in Crowds: A Deep Learning Perspective
Parth Kothari
S. Kreiss
Alexandre Alahi
HAIAI4TS
533
282
0
07 Jul 2020
Deep Learning for Vision-based Prediction: A Survey
Deep Learning for Vision-based Prediction: A Survey
Amir Rasouli
420
46
0
30 Jun 2020
Autonomous Driving with Deep Learning: A Survey of State-of-Art
  Technologies
Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies
Yu Huang
Yue Chen
3DPC
631
95
0
10 Jun 2020
Deep Context Maps: Agent Trajectory Prediction using Location-specific
  Latent Maps
Deep Context Maps: Agent Trajectory Prediction using Location-specific Latent Maps
Igor Gilitschenski
Guy Rosman
Arjun Gupta
S. Karaman
Daniela Rus
191
5
0
14 Dec 2019
Learning Structured Representations of Spatial and Interactive Dynamics
  for Trajectory Prediction in Crowded Scenes
Learning Structured Representations of Spatial and Interactive Dynamics for Trajectory Prediction in Crowded Scenes
Todor Davchev
Michael G. Burke
S. Ramamoorthy
323
0
0
29 Nov 2019
Predicting Motion of Vulnerable Road Users using High-Definition Maps
  and Efficient ConvNets
Predicting Motion of Vulnerable Road Users using High-Definition Maps and Efficient ConvNets
Fang-Chieh Chou
Tsung-Han Lin
Henggang Cui
Vladan Radosavljevic
Thi Nguyen
Tzu-Kuo Huang
Matthew Niedoba
J. Schneider
Nemanja Djuric
396
65
0
20 Jun 2019
Human Motion Trajectory Prediction: A Survey
Human Motion Trajectory Prediction: A Survey
Andrey Rudenko
Luigi Palmieri
Michael Herman
Kris Kitani
D. Gavrila
Kai O. Arras
617
865
0
15 May 2019
Social Ways: Learning Multi-Modal Distributions of Pedestrian
  Trajectories with GANs
Social Ways: Learning Multi-Modal Distributions of Pedestrian Trajectories with GANs
Javad Amirian
J. Hayet
J. Pettré
GAN
342
318
0
20 Apr 2019
What the Constant Velocity Model Can Teach Us About Pedestrian Motion
  Prediction
What the Constant Velocity Model Can Teach Us About Pedestrian Motion PredictionIEEE Robotics and Automation Letters (RA-L), 2019
Christoph Schöller
Vincent Aravantinos
F. Lay
Alois C. Knoll
332
267
0
19 Mar 2019
Top-view Trajectories: A Pedestrian Dataset of Vehicle-Crowd Interaction
  from Controlled Experiments and Crowded Campus
Top-view Trajectories: A Pedestrian Dataset of Vehicle-Crowd Interaction from Controlled Experiments and Crowded Campus
Dongfang Yang
Linhui Li
Keith A. Redmill
Ü. Özgüner
355
104
0
01 Feb 2019
Multimodal Interaction-aware Motion Prediction for Autonomous Street
  Crossing
Multimodal Interaction-aware Motion Prediction for Autonomous Street Crossing
Noha Radwan
Wolfram Burgard
Abhinav Valada
373
58
0
21 Aug 2018
Naturalistic Driver Intention and Path Prediction using Recurrent Neural
  Networks
Naturalistic Driver Intention and Path Prediction using Recurrent Neural Networks
Alex Zyner
Stewart Worrall
E. Nebot
186
201
0
26 Jul 2018
Dynamic Objects Segmentation for Visual Localization in Urban
  Environments
Dynamic Objects Segmentation for Visual Localization in Urban Environments
Guoxiang Zhou
Berta Bescós
Marcin Dymczyk
Mark Pfeiffer
José Neira
Roland Siegwart
206
6
0
09 Jul 2018
On Machine Learning and Structure for Mobile Robots
On Machine Learning and Structure for Mobile Robots
Markus Wulfmeier
216
5
0
15 Jun 2018
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