Implicit Latent Variable Model for Scene-Consistent Motion Forecasting

23 July 2020

Papers citing "Implicit Latent Variable Model for Scene-Consistent Motion Forecasting"

50 / 121 papers shown

Title
Tree-structured Policy Planning with Learned Behavior Models Yuxiao Chen Peter Karkus Boris Ivanovic Xinshuo Weng Marco Pavone 28 26 0 27 Jan 2023
Towards Dependable Autonomous Systems Based on Bayesian Deep Learning Components F. Arnez H. Espinoza A. Radermacher F. Terrier UQCV 21 4 0 12 Jan 2023
JFP: Joint Future Prediction with Interactive Multi-Agent Modeling for Autonomous Driving Wenjie Luo C. Park Andre Cornman Benjamin Sapp Drago Anguelov 20 37 0 16 Dec 2022
Learning and Predicting Multimodal Vehicle Action Distributions in a Unified Probabilistic Model Without Labels Charles Richter Patrick R. Barragán S. Karaman SSL 12 1 0 14 Dec 2022
Reliable Multimodal Trajectory Prediction via Error Aligned Uncertainty Optimization Neslihan Kose R. Krishnan Akash Dhamasia Omesh Tickoo Michael Paulitsch 32 1 0 09 Dec 2022
FJMP: Factorized Joint Multi-Agent Motion Prediction over Learned Directed Acyclic Interaction Graphs Luke Rowe M. Ethier Eli-Henry Dykhne Krzysztof Czarnecki 53 32 0 27 Nov 2022
GoRela: Go Relative for Viewpoint-Invariant Motion Forecasting Alexander Cui Sergio Casas K. Wong Simon Suo R. Urtasun 21 62 0 04 Nov 2022
Safe Real-World Autonomous Driving by Learning to Predict and Plan with a Mixture of Experts S. Pini C. Perone Aayush Ahuja Ana Ferreira Moritz Niendorf Sergey Zagoruyko 26 36 0 03 Nov 2022
Towards trustworthy multi-modal motion prediction: Holistic evaluation and interpretability of outputs Sandra Carrasco Limeros Sylwia Majchrowska Joakim Johnander Christoffer Petersson Miguel Ángel Sotelo David Fernández Llorca 43 11 0 28 Oct 2022
InterSim: Interactive Traffic Simulation via Explicit Relation Modeling Q. Sun Xin Huang B. Williams Hang Zhao 35 36 0 26 Oct 2022
Conditional Goal-oriented Trajectory Prediction for Interacting Vehicles with Vectorized Representation Ding Li Qichao Zhang Shuai Lu Yifeng Pan Dongbin Zhao 23 5 0 19 Oct 2022
DiPA: Probabilistic Multi-Modal Interactive Prediction for Autonomous Driving Anthony Knittel Majd Hawasly Stefano V. Albrecht John Redford S. Ramamoorthy 26 10 0 12 Oct 2022
RAP: Risk-Aware Prediction for Robust Planning Haruki Nishimura Jean-Pierre Mercat Blake Wulfe R. McAllister Adrien Gaidon OOD 46 17 0 04 Oct 2022
Motion Transformer with Global Intention Localization and Local Movement Refinement Shaoshuai Shi Li Jiang Dengxin Dai Bernt Schiele 27 219 0 27 Sep 2022
The Neural Process Family: Survey, Applications and Perspectives Saurav Jha Dong Gong Xuesong Wang Richard Turner L. Yao BDL 73 24 0 01 Sep 2022
BITS: Bi-level Imitation for Traffic Simulation Danfei Xu Yuxiao Chen Boris Ivanovic Marco Pavone 34 80 0 26 Aug 2022
ViP3D: End-to-end Visual Trajectory Prediction via 3D Agent Queries Junru Gu Chenxu Hu Tian-Yi Zhang Xuanyao Chen Yilun Wang Yue Wang Hang Zhao 25 96 0 02 Aug 2022
Learning an Interpretable Model for Driver Behavior Prediction with Inductive Biases Salar Arbabi D. Tavernini Saber Fallah Richard Bowden 32 7 0 31 Jul 2022
Hierarchical Latent Structure for Multi-Modal Vehicle Trajectory Forecasting Dooseop Choi Kyoung‐Wook Min 47 20 0 11 Jul 2022
ScePT: Scene-consistent, Policy-based Trajectory Predictions for Planning Yuxiao Chen Boris Ivanovic Marco Pavone 43 77 0 18 Jun 2022
Quantifying and Using System Uncertainty in UAV Navigation F. Arnez A. Radermacher H. Espinoza BDL UQCV 24 4 0 04 Jun 2022
Uncertainty estimation for Cross-dataset performance in Trajectory prediction Thomas Gilles S. Sabatini D. Tsishkou B. Stanciulescu Fabien Moutarde 69 18 0 15 May 2022
HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene Encoding Xiaosong Jia Peng Wu Li Chen Y. Liu Hongyang Li Junchi Yan 26 120 0 30 Apr 2022
Leveraging Smooth Attention Prior for Multi-Agent Trajectory Prediction Zhangjie Cao Erdem Biyik Guy Rosman Dorsa Sadigh 38 11 0 08 Mar 2022
LatentFormer: Multi-Agent Transformer-Based Interaction Modeling and Trajectory Prediction Elmira Amirloo Amir Rasouli P. Lakner Mohsen Rohani Jun Luo OffRL 25 20 0 03 Mar 2022
M2I: From Factored Marginal Trajectory Prediction to Interactive Prediction Q. Sun Xin Huang Junru Gu B. Williams Hang Zhao 15 105 0 24 Feb 2022
RTGNN: A Novel Approach to Model Stochastic Traffic Dynamics Ke Sun Stephen M. Chaves Paul D. Martin Vijay R. Kumar GNN 38 1 0 21 Feb 2022
CRAT-Pred: Vehicle Trajectory Prediction with Crystal Graph Convolutional Neural Networks and Multi-Head Self-Attention Julian Schmidt Julian Jordan Franz Gritschneder Klaus C. J. Dietmayer 27 47 0 09 Feb 2022
Generating Useful Accident-Prone Driving Scenarios via a Learned Traffic Prior Davis Rempe Jonah Philion Leonidas J. Guibas Sanja Fidler Or Litany 29 129 0 09 Dec 2021
StarNet: Joint Action-Space Prediction with Star Graphs and Implicit Global Frame Self-Attention Faris Janjos Maxim Dolgov Johann Marius Zöllner GNN 3DPC 13 17 0 26 Nov 2021
Jointly Learning Agent and Lane Information for Multimodal Trajectory Prediction Jie Wang Caili Guo Minan Guo Jiujiu Chen 21 5 0 26 Nov 2021
THOMAS: Trajectory Heatmap Output with learned Multi-Agent Sampling Thomas Gilles S. Sabatini D. Tsishkou B. Stanciulescu Fabien Moutarde 25 129 0 13 Oct 2021
Propagating State Uncertainty Through Trajectory Forecasting Boris Ivanovic Yifeng Lin Shubham Shrivastava Punarjay Chakravarty Marco Pavone 78 18 0 07 Oct 2021
PredictionNet: Real-Time Joint Probabilistic Traffic Prediction for Planning, Control, and Simulation A. Kamenev Lirui Wang Ollin Boer Bohan Ishwar Kulkarni Bilal Kartal Artem Molchanov Stan Birchfield David Nistér Nikolai Smolyanskiy 27 40 0 23 Sep 2021
Self-Supervised Action-Space Prediction for Automated Driving Faris Janjos Maxim Dolgov J. Marius Zöllner 28 12 0 21 Sep 2021
Active Perception with Neural Networks Elijah S. Lee AI4CE 21 1 0 06 Sep 2021
DenseTNT: End-to-end Trajectory Prediction from Dense Goal Sets Junru Gu Chen Sun Hang Zhao 24 406 0 22 Aug 2021
Towards Robust Human Trajectory Prediction in Raw Videos Rui Yu Zihan Zhou 34 11 0 18 Aug 2021
Decoder Fusion RNN: Context and Interaction Aware Decoders for Trajectory Prediction Edoardo Mello Rella Jan-Nico Zaech Alexander Liniger Luc Van Gool AI4CE 27 14 0 12 Aug 2021
Unlimited Neighborhood Interaction for Heterogeneous Trajectory Prediction Fang Zheng Le Wang Sanping Zhou Wei Tang Zhenxing Niu N. Zheng G. Hua AI4TS 19 33 0 31 Jul 2021
Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale Tasks A. Malinin Neil Band Ganshin Alexander German Chesnokov ... Roginskiy Denis Mariya Shmatova Panos Tigas Boris Yangel UQCV OOD 29 127 0 15 Jul 2021
Scene Transformer: A unified architecture for predicting multiple agent trajectories Jiquan Ngiam Benjamin Caine Vijay Vasudevan Zhengdong Zhang H. Chiang ... Ashish Venugopal David J. Weiss Benjamin Sapp Zhifeng Chen Jonathon Shlens 22 154 0 15 Jun 2021
Heterogeneous-Agent Trajectory Forecasting Incorporating Class Uncertainty Boris Ivanovic Kuan-Hui Lee P. Tokmakov Blake Wulfe R. McAllister Adrien Gaidon Marco Pavone 22 35 0 26 Apr 2021
Imagining The Road Ahead: Multi-Agent Trajectory Prediction via Differentiable Simulation Adam Scibior Vasileios Lioutas Daniele Reda Peyman Bateni Frank D. Wood VGen 56 47 0 22 Apr 2021
Large Scale Interactive Motion Forecasting for Autonomous Driving : The Waymo Open Motion Dataset Scott Ettinger Shuyang Cheng Benjamin Caine Chenxi Liu Hang Zhao ... Jiquan Ngiam Vijay Vasudevan Alexander McCauley Jonathon Shlens Drago Anguelov 149 532 0 20 Apr 2021
Divide-and-Conquer for Lane-Aware Diverse Trajectory Prediction Sriram Narayanan Ramin Moslemi Francesco Pittaluga Buyu Liu Manmohan Chandraker 34 55 0 16 Apr 2021
Just Label What You Need: Fine-Grained Active Selection for Perception and Prediction through Partially Labeled Scenes Sean Segal Nishanth Kumar Sergio Casas Wenyuan Zeng Mengye Ren Jingkang Wang R. Urtasun 27 5 0 08 Apr 2021
Learning to Predict Vehicle Trajectories with Model-based Planning Haoran Song Di Luan Wenchao Ding M. Y. Wang Qifeng Chen 16 118 0 06 Mar 2021
Latent Variable Sequential Set Transformers For Joint Multi-Agent Motion Prediction Roger Girgis Florian Golemo Felipe Codevilla Martin Weiss Jim Aldon D’Souza Samira Ebrahimi Kahou Felix Heide C. Pal 16 123 0 19 Feb 2021
IntentNet: Learning to Predict Intention from Raw Sensor Data Sergio Casas Wenjie Luo R. Urtasun 3DPC 163 365 0 20 Jan 2021