Social Ways: Learning Multi-Modal Distributions of Pedestrian Trajectories with GANs

20 April 2019

Papers citing "Social Ways: Learning Multi-Modal Distributions of Pedestrian Trajectories with GANs"

50 / 116 papers shown

Title
Multi-Person 3D Motion Prediction with Multi-Range Transformers Jiashun Wang Huazhe Xu Medhini Narasimhan Xiaolong Wang ViT 27 71 0 23 Nov 2021
Review of Pedestrian Trajectory Prediction Methods: Comparing Deep Learning and Knowledge-based Approaches R. Korbmacher A. Tordeux 13 83 0 11 Nov 2021
Trajectory Prediction with Linguistic Representations Yen-Ling Kuo Xin Huang Andrei Barbu Stephen G. McGill Boris Katz J. Leonard Guy Rosman 21 16 0 19 Oct 2021
What we see and What we don't see: Imputing Occluded Crowd Structures from Robot Sensing Javad Amirian J. Hayet J. Pettré 22 2 0 17 Sep 2021
Maneuver-based Trajectory Prediction for Self-driving Cars Using Spatio-temporal Convolutional Networks Benedikt Mersch Thomas Höllen Kun-li Zhao C. Stachniss R. Roscher 22 33 0 15 Sep 2021
Are socially-aware trajectory prediction models really socially-aware? Saeed Saadatnejad Mohammadhossein Bahari Pedram J. Khorsandi Mohammad Saneian Seyed-Mohsen Moosavi-Dezfooli Alexandre Alahi AAML 27 42 0 24 Aug 2021
MG-GAN: A Multi-Generator Model Preventing Out-of-Distribution Samples in Pedestrian Trajectory Prediction Patrick Dendorfer Sven Elflein Laura Leal-Taixé 19 91 0 20 Aug 2021
Unlimited Neighborhood Interaction for Heterogeneous Trajectory Prediction Fang Zheng Le Wang Sanping Zhou Wei Tang Zhenxing Niu N. Zheng G. Hua AI4TS 6 33 0 31 Jul 2021
Probabilistic Trajectory Prediction with Structural Constraints Weiming Zhi Lionel Ott Fabio Ramos 22 8 0 09 Jul 2021
MSN: Multi-Style Network for Trajectory Prediction Conghao Wong Beihao Xia Qinmu Peng Wei Yuan Xinge You 20 23 0 02 Jul 2021
Generating Synthetic Training Data for Deep Learning-Based UAV Trajectory Prediction S. Becker Ronny Hug Wolfgang Hubner Michael Arens B. Morris 6 6 0 01 Jul 2021
Soft Attention: Does it Actually Help to Learn Social Interactions in Pedestrian Trajectory Prediction? L. Boucaud Daniel Aloise Nicolas Saunier HAI 20 0 0 16 Jun 2021
Multi-modal Scene-compliant User Intention Estimation in Navigation Kavindie Katuwandeniya Stefan H. Kiss Lei Shi Jaime Valls Miro 13 3 0 13 Jun 2021
Social-IWSTCNN: A Social Interaction-Weighted Spatio-Temporal Convolutional Neural Network for Pedestrian Trajectory Prediction in Urban Traffic Scenarios Chi Zhang C. Berger M. Dozza HAI 13 18 0 26 May 2021
Interpretable Social Anchors for Human Trajectory Forecasting in Crowds Parth Kothari Brian Sifringer Alexandre Alahi HAI AI4TS 11 59 0 07 May 2021
TRiPOD: Human Trajectory and Pose Dynamics Forecasting in the Wild Vida Adeli Mahsa Ehsanpour Ian Reid Juan Carlos Niebles Silvio Savarese Ehsan Adeli Hamid Rezatofighi 28 57 0 08 Apr 2021
SRA-LSTM: Social Relationship Attention LSTM for Human Trajectory Prediction Yusheng Peng Gaofeng Zhang Jun Shi Benzhu Xu Liping Zheng 37 7 0 31 Mar 2021
Handling Missing Observations with an RNN-based Prediction-Update Cycle S. Becker Ronny Hug Wolfgang Hubner Michael Arens B. Morris 20 1 0 22 Mar 2021
Conditional Generative Adversarial Networks for Speed Control in Trajectory Simulation Sahib Julka Vishal Sowrirajan Joerg Schloetterer Michael Granitzer 24 4 0 21 Mar 2021
FloMo: Tractable Motion Prediction with Normalizing Flows Christoph Schöller Alois C. Knoll 17 22 0 05 Mar 2021
SCAN: A Spatial Context Attentive Network for Joint Multi-Agent Intent Prediction Jasmine Sekhon C. Fleming 14 18 0 29 Jan 2021
AVGCN: Trajectory Prediction using Graph Convolutional Networks Guided by Human Attention Congcong Liu Yuying Chen Ming-Yu Liu Bertram E. Shi 8 23 0 14 Jan 2021
Social NCE: Contrastive Learning of Socially-aware Motion Representations Yuejiang Liu Qi Yan Alexandre Alahi 22 101 0 21 Dec 2020
Trajectory saliency detection using consistency-oriented latent codes from a recurrent auto-encoder Léo Maczyta P. Bouthemy O. Le Meur 9 1 0 17 Dec 2020
Self-Growing Spatial Graph Network for Context-Aware Pedestrian Trajectory Prediction Sirin Haddad S. Lam GNN 14 8 0 11 Dec 2020
Pedestrian Trajectory Prediction using Context-Augmented Transformer Networks Khaled Saleh ViT 6 9 0 03 Dec 2020
Res-GCNN: A Lightweight Residual Graph Convolutional Neural Networks for Human Trajectory Forecasting Yanwu Ge Ming-liang Song 13 2 0 18 Nov 2020
Trajectory Prediction in Autonomous Driving with a Lane Heading Auxiliary Loss Ross Greer Nachiket Deo Mohan M. Trivedi 22 46 0 12 Nov 2020
Simulating Autonomous Driving in Massive Mixed Urban Traffic Yuanfu Luo Panpan Cai Yiyuan Lee David Hsu 11 3 0 11 Nov 2020
Goal-driven Long-Term Trajectory Prediction Hung Tran Vuong Le T. Tran 31 38 0 05 Nov 2020
Exploring Dynamic Context for Multi-path Trajectory Prediction Hao Cheng Wentong Liao Xuejiao Tang M. Yang Monika Sester Bodo Rosenhahn 29 32 0 30 Oct 2020
Social-VRNN: One-Shot Multi-modal Trajectory Prediction for Interacting Pedestrians B. Brito Hai Zhu Wei Pan Javier Alonso-Mora 3DH DRL 11 29 0 18 Oct 2020
Pedestrian Trajectory Prediction with Convolutional Neural Networks Simone Zamboni Zekarias T. Kefato Sarunas Girdzijauskas Noren Christoffer L. D. Col HAI 8 93 0 12 Oct 2020
Scene Gated Social Graph: Pedestrian Trajectory Prediction Based on Dynamic Social Graphs and Scene Constraints Hao Xue D. Huynh Mark Reynolds 17 9 0 12 Oct 2020
Goal-GAN: Multimodal Trajectory Prediction Based on Goal Position Estimation Patrick Dendorfer Aljosa Osep Laura Leal-Taixé 21 103 0 02 Oct 2020
OpenTraj: Assessing Prediction Complexity in Human Trajectories Datasets Javad Amirian Bingqing Zhang Francisco Valente Castro Juan Jose Baldelomar J. Hayet J. Pettré 17 33 0 02 Oct 2020
HGCN-GJS: Hierarchical Graph Convolutional Network with Groupwise Joint Sampling for Trajectory Prediction Yuying Chen Congcong Liu Xiaodong Mei Bertram E. Shi Ming-Yu Liu 14 9 0 15 Sep 2020
Generative Adversarial Networks for Spatio-temporal Data: A Survey Nan Gao Hao Xue Wei Shao Sichen Zhao K. K. Qin Arian Prabowo Mohammad Saiedur Rahaman Flora D. Salim GAN AI4TS AI4CE 8 104 0 18 Aug 2020
SMART: Simultaneous Multi-Agent Recurrent Trajectory Prediction Sriram Narayanan Buyu Liu Francesco Pittaluga Manmohan Chandraker 22 25 0 26 Jul 2020
Human Trajectory Forecasting in Crowds: A Deep Learning Perspective Parth Kothari S. Kreiss Alexandre Alahi HAI AI4TS 11 236 0 07 Jul 2020
Graph2Kernel Grid-LSTM: A Multi-Cued Model for Pedestrian Trajectory Prediction by Learning Adaptive Neighborhoods Sirin Haddad S. Lam 13 1 0 03 Jul 2020
AMENet: Attentive Maps Encoder Network for Trajectory Prediction Hao Cheng Wentong Liao M. Yang Bodo Rosenhahn Monika Sester 25 45 0 15 Jun 2020
Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies Yu Huang Yue Chen 3DPC 29 81 0 10 Jun 2020
Multimodal Future Localization and Emergence Prediction for Objects in Egocentric View with a Reachability Prior Osama Makansi Özgün Çiçek Kevin Buchicchio Thomas Brox EgoV 22 34 0 08 Jun 2020
Robust Trajectory Forecasting for Multiple Intelligent Agents in Dynamic Scene Yanliang Zhu Dongchun Ren Mingyu Fan Deheng Qian Xin Li Huaxia Xia 13 17 0 27 May 2020
DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting Alessio Monti Alessia Bertugli Simone Calderara Rita Cucchiara 9 65 0 26 May 2020
AC-VRNN: Attentive Conditional-VRNN for Multi-Future Trajectory Prediction Alessia Bertugli Simone Calderara Pasquale Coscia Lamberto Ballan Rita Cucchiara 17 28 0 17 May 2020
CoMoGCN: Coherent Motion Aware Trajectory Prediction with Graph Representation Y. Chen Congcong Liu Bertram Shi Ming-Yu Liu 11 8 0 02 May 2020
Recursive Social Behavior Graph for Trajectory Prediction Jianhua Sun Qinhong Jiang Cewu Lu GNN 11 157 0 22 Apr 2020
Improving Movement Predictions of Traffic Actors in Bird's-Eye View Models using GANs and Differentiable Trajectory Rasterization E. Wang Henggang Cui S. Yalamanchi M. Moorthy Fang-Chieh Chou Nemanja Djuric 24 20 0 14 Apr 2020