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Implicit Latent Variable Model for Scene-Consistent Motion Forecasting

Implicit Latent Variable Model for Scene-Consistent Motion Forecasting

23 July 2020
Sergio Casas
Cole Gulino
Simon Suo
Katie Z Luo
Renjie Liao
R. Urtasun
ArXivPDFHTML

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

50 / 121 papers shown
Title
Combating Partial Perception Deficit in Autonomous Driving with Multimodal LLM Commonsense
Yuting Hu
Chenhui Xu
Ruiyang Qin
Dancheng Liu
Amir Nassereldine
Yiyu Shi
Jinjun Xiong
37
0
0
10 Mar 2025
Minds on the Move: Decoding Trajectory Prediction in Autonomous Driving with Cognitive Insights
Minds on the Move: Decoding Trajectory Prediction in Autonomous Driving with Cognitive Insights
Haicheng Liao
Chengyue Wang
Kaiqun Zhu
Yilong Ren
Bolin Gao
Shengbo Eben Li
Chengzhong Xu
Z. Li
64
2
0
27 Feb 2025
Control-ITRA: Controlling the Behavior of a Driving Model
Control-ITRA: Controlling the Behavior of a Driving Model
Vasileios Lioutas
Adam Scibior
Matthew Niedoba
Berend Zwartsenberg
Frank D. Wood
125
0
0
17 Jan 2025
Joint Perception and Prediction for Autonomous Driving: A Survey
Joint Perception and Prediction for Autonomous Driving: A Survey
Lucas DalĆol
Miguel Oliveira
Vítor M. F. Santos
76
0
0
18 Dec 2024
ITPNet: Towards Instantaneous Trajectory Prediction for Autonomous
  Driving
ITPNet: Towards Instantaneous Trajectory Prediction for Autonomous Driving
Rongqing Li
C. Li
Yuhang Li
H. Li
Yi Chen
Dongchun Ren
Ye Yuan
Guoren Wang
86
3
0
10 Dec 2024
Predictability Awareness for Efficient and Robust Multi-Agent
  Coordination
Predictability Awareness for Efficient and Robust Multi-Agent Coordination
Roman Chiva Gil
Daniel Jarne Ornia
Khaled A. Mustafa
Javier Alonso-Mora
131
0
0
09 Nov 2024
Reasoning Multi-Agent Behavioral Topology for Interactive Autonomous
  Driving
Reasoning Multi-Agent Behavioral Topology for Interactive Autonomous Driving
Haochen Liu
Li Chen
Yu Qiao
Chen Lv
Hongyang Li
30
3
0
26 Sep 2024
CASPFormer: Trajectory Prediction from BEV Images with Deformable
  Attention
CASPFormer: Trajectory Prediction from BEV Images with Deformable Attention
Harsh Yadav
Maximilian Schaefer
Kun Zhao
Tobias Meisen
37
0
0
26 Sep 2024
Curb Your Attention: Causal Attention Gating for Robust Trajectory Prediction in Autonomous Driving
Curb Your Attention: Causal Attention Gating for Robust Trajectory Prediction in Autonomous Driving
Ehsan Ahmadi
Ray Coden Mercurius
Soheil Alizadeh
K. Rezaee
Amir Rasouli
AAML
41
0
0
23 Sep 2024
Motion Forecasting via Model-Based Risk Minimization
Motion Forecasting via Model-Based Risk Minimization
Aron Distelzweig
Eitan Kosman
Andreas Look
Faris Janjoš
Denesh K. Manivannan
Abhinav Valada
32
3
0
16 Sep 2024
SceneMotion: From Agent-Centric Embeddings to Scene-Wide Forecasts
SceneMotion: From Agent-Centric Embeddings to Scene-Wide Forecasts
Mingshuo Liu
Shiyi Luo
Marlon Steiner
Fabian Konstantinidis
Hendrik Konigshof
Marvin Klemp
Carlos Fernandez
Christoph Stiller
44
2
0
02 Aug 2024
TrafficBots V1.5: Traffic Simulation via Conditional VAEs and
  Transformers with Relative Pose Encoding
TrafficBots V1.5: Traffic Simulation via Conditional VAEs and Transformers with Relative Pose Encoding
Zhejun Zhang
Christos Sakaridis
Luc Van Gool
34
6
0
16 Jun 2024
DeTra: A Unified Model for Object Detection and Trajectory Forecasting
DeTra: A Unified Model for Object Detection and Trajectory Forecasting
Sergio Casas
Ben Agro
Jiageng Mao
Thomas Gilles
Alexander Cui
Thomas Li
R. Urtasun
21
5
0
06 Jun 2024
Interpretable Interaction Modeling for Trajectory Prediction via Agent Selection and Physical Coefficient
Interpretable Interaction Modeling for Trajectory Prediction via Agent Selection and Physical Coefficient
Shiji Huang
Lei Ye
Min Chen
Wenhai Luo
Chenqi Xu
Deyuan Liang
Dihong Wang
26
0
0
21 May 2024
SemanticFormer: Holistic and Semantic Traffic Scene Representation for
  Trajectory Prediction using Knowledge Graphs
SemanticFormer: Holistic and Semantic Traffic Scene Representation for Trajectory Prediction using Knowledge Graphs
Zhigang Sun
Zixu Wang
Lavdim Halilaj
J. Luettin
37
5
0
30 Apr 2024
HPNet: Dynamic Trajectory Forecasting with Historical Prediction
  Attention
HPNet: Dynamic Trajectory Forecasting with Historical Prediction Attention
Xiaolong Tang
Meina Kan
Shiguang Shan
Zhilong Ji
Jinfeng Bai
Xilin Chen
33
17
0
09 Apr 2024
QuAD: Query-based Interpretable Neural Motion Planning for Autonomous
  Driving
QuAD: Query-based Interpretable Neural Motion Planning for Autonomous Driving
Sourav Biswas
Sergio Casas
Quinlan Sykora
Ben Agro
Abbas Sadat
R. Urtasun
41
5
0
01 Apr 2024
CtRL-Sim: Reactive and Controllable Driving Agents with Offline
  Reinforcement Learning
CtRL-Sim: Reactive and Controllable Driving Agents with Offline Reinforcement Learning
Luke Rowe
Roger Girgis
Anthony Gosselin
Bruno Carrez
Florian Golemo
Felix Heide
Liam Paull
Christopher Pal
38
4
0
29 Mar 2024
Tractable Joint Prediction and Planning over Discrete Behavior Modes for
  Urban Driving
Tractable Joint Prediction and Planning over Discrete Behavior Modes for Urban Driving
Adam R. Villaflor
Brian Yang
Huangyuan Su
Katerina Fragkiadaki
John M. Dolan
Jeff Schneider
39
0
0
12 Mar 2024
JointMotion: Joint Self-supervision for Joint Motion Prediction
JointMotion: Joint Self-supervision for Joint Motion Prediction
Royden Wagner
Ömer Sahin Tas
Marvin Klemp
Carlos Fernandez Lopez
TTA
34
1
0
08 Mar 2024
RACP: Risk-Aware Contingency Planning with Multi-Modal Predictions
RACP: Risk-Aware Contingency Planning with Multi-Modal Predictions
Khaled A. Mustafa
Daniel Jarne Ornia
Jens Kober
Javier Alonso-Mora
69
4
0
27 Feb 2024
SIMPL: A Simple and Efficient Multi-agent Motion Prediction Baseline for
  Autonomous Driving
SIMPL: A Simple and Efficient Multi-agent Motion Prediction Baseline for Autonomous Driving
Lunkai Zhang
Peiliang Li
Sikang Liu
Shaojie Shen
17
21
0
04 Feb 2024
SSL-Interactions: Pretext Tasks for Interactive Trajectory Prediction
SSL-Interactions: Pretext Tasks for Interactive Trajectory Prediction
Prarthana Bhattacharyya
Chengjie Huang
Krzysztof Czarnecki
176
1
0
15 Jan 2024
LMDrive: Closed-Loop End-to-End Driving with Large Language Models
LMDrive: Closed-Loop End-to-End Driving with Large Language Models
Hao Shao
Yuxuan Hu
Letian Wang
Steven L. Waslander
Yu Liu
Hongsheng Li
ELM
33
111
0
12 Dec 2023
Energy-based Potential Games for Joint Motion Forecasting and Control
Energy-based Potential Games for Joint Motion Forecasting and Control
Christopher P. Diehl
Tobias Klosek
Martin Krüger
Nils Murzyn
Timo Osterburg
Torsten Bertram
AI4CE
23
6
0
04 Dec 2023
Categorical Traffic Transformer: Interpretable and Diverse Behavior
  Prediction with Tokenized Latent
Categorical Traffic Transformer: Interpretable and Diverse Behavior Prediction with Tokenized Latent
Yuxiao Chen
Sander Tonkens
Marco Pavone
25
9
0
30 Nov 2023
FFINet: Future Feedback Interaction Network for Motion Forecasting
FFINet: Future Feedback Interaction Network for Motion Forecasting
Miao Kang
Shengqi Wang
Sanping Zhou
Ke Ye
Jingjing Jiang
Nanning Zheng
28
7
0
08 Nov 2023
Learning Realistic Traffic Agents in Closed-loop
Learning Realistic Traffic Agents in Closed-loop
Chris Zhang
James Tu
Lunjun Zhang
Kelvin Wong
Simon Suo
R. Urtasun
31
18
0
02 Nov 2023
Conditional Unscented Autoencoders for Trajectory Prediction
Conditional Unscented Autoencoders for Trajectory Prediction
Faris Janjos
Marcel Hallgarten
Anthony Knittel
Maxim Dolgov
Andreas Zell
J. Marius Zöllner
29
7
0
30 Oct 2023
Interactive Joint Planning for Autonomous Vehicles
Interactive Joint Planning for Autonomous Vehicles
Yuxiao Chen
Sushant Veer
Peter Karkus
Marco Pavone
25
21
0
27 Oct 2023
Data-driven Traffic Simulation: A Comprehensive Review
Data-driven Traffic Simulation: A Comprehensive Review
Di Chen
Meixin Zhu
H. Yang
Xuesong Wang
Yinhai Wang
23
26
0
24 Oct 2023
Real-Time Motion Prediction via Heterogeneous Polyline Transformer with
  Relative Pose Encoding
Real-Time Motion Prediction via Heterogeneous Polyline Transformer with Relative Pose Encoding
Zhejun Zhang
Alexander Liniger
Christos Sakaridis
Fisher Yu
Luc Van Gool
58
30
0
19 Oct 2023
DESTINE: Dynamic Goal Queries with Temporal Transductive Alignment for
  Trajectory Prediction
DESTINE: Dynamic Goal Queries with Temporal Transductive Alignment for Trajectory Prediction
Rezaul Karim
Soheil Mohamad Alizadeh Shabestary
Amir Rasouli
43
5
0
11 Oct 2023
MotionLM: Multi-Agent Motion Forecasting as Language Modeling
MotionLM: Multi-Agent Motion Forecasting as Language Modeling
Ari Seff
Brian Cera
Dian Chen
Mason Ng
Aurick Zhou
Nigamaa Nayakanti
Khaled S. Refaat
Rami Al-Rfou
Benjamin Sapp
17
91
0
28 Sep 2023
A Diffusion-Model of Joint Interactive Navigation
A Diffusion-Model of Joint Interactive Navigation
Matthew Niedoba
J. Lavington
Yunpeng Liu
Vasileios Lioutas
Justice Sefas
...
Dylan Green
Setareh Dabiri
Berend Zwartsenberg
Adam Scibior
Frank D. Wood
DiffM
16
14
0
21 Sep 2023
Semantic and Articulated Pedestrian Sensing Onboard a Moving Vehicle
Semantic and Articulated Pedestrian Sensing Onboard a Moving Vehicle
Maria Priisalu
27
1
0
12 Sep 2023
Graph-Based Interaction-Aware Multimodal 2D Vehicle Trajectory
  Prediction using Diffusion Graph Convolutional Networks
Graph-Based Interaction-Aware Multimodal 2D Vehicle Trajectory Prediction using Diffusion Graph Convolutional Networks
Keshu Wu
Yang Zhou
Haotian Shi
Xiaopeng Li
Bin Ran
24
14
0
05 Sep 2023
On a Connection between Differential Games, Optimal Control, and
  Energy-based Models for Multi-Agent Interactions
On a Connection between Differential Games, Optimal Control, and Energy-based Models for Multi-Agent Interactions
Christopher P. Diehl
Tobias Klosek
Martin Krüger
Nils Murzyn
Torsten Bertram
AI4CE
28
5
0
31 Aug 2023
Implicit Occupancy Flow Fields for Perception and Prediction in
  Self-Driving
Implicit Occupancy Flow Fields for Perception and Prediction in Self-Driving
Ben Agro
Quinlan Sykora
Sergio Casas
R. Urtasun
11
29
0
02 Aug 2023
MTR++: Multi-Agent Motion Prediction with Symmetric Scene Modeling and
  Guided Intention Querying
MTR++: Multi-Agent Motion Prediction with Symmetric Scene Modeling and Guided Intention Querying
Shaoshuai Shi
Li Jiang
Dengxin Dai
Bernt Schiele
24
114
0
30 Jun 2023
BiFF: Bi-level Future Fusion with Polyline-based Coordinate for
  Interactive Trajectory Prediction
BiFF: Bi-level Future Fusion with Polyline-based Coordinate for Interactive Trajectory Prediction
Yiyao Zhu
Di Luan
Shaojie Shen
AI4CE
13
7
0
25 Jun 2023
Multiverse Transformer: 1st Place Solution for Waymo Open Sim Agents
  Challenge 2023
Multiverse Transformer: 1st Place Solution for Waymo Open Sim Agents Challenge 2023
Yu Wang
Tiebiao Zhao
Fan Yi
31
22
0
20 Jun 2023
Bridging the Gap Between Multi-Step and One-Shot Trajectory Prediction
  via Self-Supervision
Bridging the Gap Between Multi-Step and One-Shot Trajectory Prediction via Self-Supervision
Faris Janjos
Max Keller
Maxim Dolgov
J. Marius Zöllner
21
7
0
06 Jun 2023
Leveraging Future Relationship Reasoning for Vehicle Trajectory
  Prediction
Leveraging Future Relationship Reasoning for Vehicle Trajectory Prediction
Daehee Park
Hobin Ryu
Yunseo Yang
Jegyeong Cho
Jiwon Kim
Kuk-Jin Yoon
31
55
0
24 May 2023
The Waymo Open Sim Agents Challenge
The Waymo Open Sim Agents Challenge
Nico Montali
John Lambert
Paul Mougin
Alex Kuefler
Nick Rhinehart
...
Tristan Emrich
Zoey Yang
Shimon Whiteson
Brandyn White
Drago Anguelov
LLMAG
37
45
0
19 May 2023
ReasonNet: End-to-End Driving with Temporal and Global Reasoning
ReasonNet: End-to-End Driving with Temporal and Global Reasoning
Hao Shao
Letian Wang
Ruobing Chen
Steven L. Waslander
Hongsheng Li
Y. Liu
LRM
22
71
0
17 May 2023
Cheap and Deterministic Inference for Deep State-Space Models of
  Interacting Dynamical Systems
Cheap and Deterministic Inference for Deep State-Space Models of Interacting Dynamical Systems
Andreas Look
M. Kandemir
Barbara Rakitsch
Jan Peters
BDL
25
6
0
02 May 2023
RESET: Revisiting Trajectory Sets for Conditional Behavior Prediction
RESET: Revisiting Trajectory Sets for Conditional Behavior Prediction
Julian Schmidt
Pascal Huissel
Julian Wiederer
Julian Jordan
Vasileios Belagiannis
Klaus C. J. Dietmayer
27
5
0
12 Apr 2023
Traj-MAE: Masked Autoencoders for Trajectory Prediction
Traj-MAE: Masked Autoencoders for Trajectory Prediction
Hao Chen
Jiaze Wang
Kun Shao
Furui Liu
Jianye Hao
Chenyong Guan
Guangyong Chen
Pheng-Ann Heng
57
38
0
12 Mar 2023
TrafficBots: Towards World Models for Autonomous Driving Simulation and
  Motion Prediction
TrafficBots: Towards World Models for Autonomous Driving Simulation and Motion Prediction
Zhejun Zhang
Alexander Liniger
Dengxin Dai
F. I. F. Richard Yu
Luc Van Gool
74
42
0
07 Mar 2023
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