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NuPlan: A closed-loop ML-based planning benchmark for autonomous
  vehicles

NuPlan: A closed-loop ML-based planning benchmark for autonomous vehicles

22 June 2021
Holger Caesar
Juraj Kabzan
Kok Seang Tan
Whye Kit Fong
Eric M. Wolff
A. Lang
L. Fletcher
Oscar Beijbom
Sammy Omari
ArXivPDFHTML

Papers citing "NuPlan: A closed-loop ML-based planning benchmark for autonomous vehicles"

37 / 187 papers shown
Title
Rethinking Closed-loop Training for Autonomous Driving
Rethinking Closed-loop Training for Autonomous Driving
Chris Zhang
R. Guo
Wenyuan Zeng
Yuwen Xiong
Binbin Dai
Rui Hu
Mengye Ren
R. Urtasun
OffRL
33
29
0
27 Jun 2023
Imitation with Spatial-Temporal Heatmap: 2nd Place Solution for NuPlan
  Challenge
Imitation with Spatial-Temporal Heatmap: 2nd Place Solution for NuPlan Challenge
Yi Hu
Kun Li
Pingyuan Liang
Jingyu Qian
Zhening Yang
Haichao Zhang
Wenxin Shao
Zhuangzhuang Ding
Wei-ping Xu
Li-Yu Daisy Liu
13
23
0
26 Jun 2023
ScenarioNet: Open-Source Platform for Large-Scale Traffic Scenario
  Simulation and Modeling
ScenarioNet: Open-Source Platform for Large-Scale Traffic Scenario Simulation and Modeling
Quanyi Li
Zhenghao Peng
Lan Feng
Zhizheng Liu
Chenda Duan
Wen-An Mo
Bolei Zhou
25
44
0
21 Jun 2023
Parting with Misconceptions about Learning-based Vehicle Motion Planning
Parting with Misconceptions about Learning-based Vehicle Motion Planning
D. Dauner
Marcel Hallgarten
Andreas Geiger
Kashyap Chitta
24
114
0
13 Jun 2023
TOFG: A Unified and Fine-Grained Environment Representation in
  Autonomous Driving
TOFG: A Unified and Fine-Grained Environment Representation in Autonomous Driving
Zihao Wen
Yifan Zhang
Xinhong Chen
Jianping Wang
29
1
0
31 May 2023
Scaling Planning for Automated Driving using Simplistic Synthetic Data
Scaling Planning for Automated Driving using Simplistic Synthetic Data
Martin Stoll
Markus Mazzola
M.F. Dolgov
Jürgen Mathes
Nicolas Moser
18
2
0
30 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
Video Killed the HD-Map: Predicting Multi-Agent Behavior Directly From
  Aerial Images
Video Killed the HD-Map: Predicting Multi-Agent Behavior Directly From Aerial Images
Yunpeng Liu
Vasileios Lioutas
J. Lavington
Matthew Niedoba
Justice Sefas
...
Dylan Green
Xiaoxuan Liang
Berend Zwartsenberg
Adam Scibior
Frank D. Wood
VGen
28
1
0
19 May 2023
Automatic Traffic Scenario Conversion from OpenSCENARIO to CommonRoad
Automatic Traffic Scenario Conversion from OpenSCENARIO to CommonRoad
Yuanfei Lin
Michael Ratzel
Matthias Althoff
23
1
0
17 May 2023
V2X-Seq: A Large-Scale Sequential Dataset for Vehicle-Infrastructure
  Cooperative Perception and Forecasting
V2X-Seq: A Large-Scale Sequential Dataset for Vehicle-Infrastructure Cooperative Perception and Forecasting
Haibao Yu
Wen-Yen Yang
Hongzhi Ruan
Zhenwei Yang
Yingjuan Tang
...
Ning Sun
Juan Song
Jirui Yuan
Ping Luo
Zaiqing Nie
44
95
0
10 May 2023
CCIL: Context-conditioned imitation learning for urban driving
CCIL: Context-conditioned imitation learning for urban driving
Ke Guo
Wei Jing
Junbo Chen
Jia-Yu Pan
49
9
0
04 May 2023
Task-Aware Risk Estimation of Perception Failures for Autonomous
  Vehicles
Task-Aware Risk Estimation of Perception Failures for Autonomous Vehicles
Pasquale Antonante
Sushant Veer
Zheng Li
Xinshuo Weng
Luca Carlone
Marco Pavone
49
9
0
03 May 2023
WOMD-LiDAR: Raw Sensor Dataset Benchmark for Motion Forecasting
WOMD-LiDAR: Raw Sensor Dataset Benchmark for Motion Forecasting
K. Chen
Runzhou Ge
Hang Qiu
Rami Ai-Rfou
C. Qi
...
Mustafa A. Mustafa
Ivan Bogun
Weiyue Wang
Mingxing Tan
Drago Anguelov
29
20
0
07 Apr 2023
GameFormer: Game-theoretic Modeling and Learning of Transformer-based
  Interactive Prediction and Planning for Autonomous Driving
GameFormer: Game-theoretic Modeling and Learning of Transformer-based Interactive Prediction and Planning for Autonomous Driving
Zhiyu Huang
Haochen Liu
Chen Lv
OffRL
62
89
0
10 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
76
42
0
07 Mar 2023
From Prediction to Planning With Goal Conditioned Lane Graph Traversals
From Prediction to Planning With Goal Conditioned Lane Graph Traversals
Marcel Hallgarten
Martin Stoll
A. Zell
AI4CE
28
31
0
15 Feb 2023
CLiNet: Joint Detection of Road Network Centerlines in 2D and 3D
CLiNet: Joint Detection of Road Network Centerlines in 2D and 3D
David Paz
S. Srinivas
Yuan Yao
Henrik I. Christensen
26
0
0
04 Feb 2023
Geometric Deep Learning for Autonomous Driving: Unlocking the Power of
  Graph Neural Networks With CommonRoad-Geometric
Geometric Deep Learning for Autonomous Driving: Unlocking the Power of Graph Neural Networks With CommonRoad-Geometric
Eivind Meyer
Maurice Brenner
Bowen Zhang
Max Schickert
Bilal Musani
Matthias Althoff
GNN
27
10
0
02 Feb 2023
Imitation Is Not Enough: Robustifying Imitation with Reinforcement
  Learning for Challenging Driving Scenarios
Imitation Is Not Enough: Robustifying Imitation with Reinforcement Learning for Challenging Driving Scenarios
Yiren Lu
Justin Fu
George Tucker
Xinlei Pan
Eli Bronstein
...
Brandyn White
Aleksandra Faust
Shimon Whiteson
Drago Anguelov
Sergey Levine
OffRL
28
92
0
21 Dec 2022
Planning-oriented Autonomous Driving
Planning-oriented Autonomous Driving
Yi Hu
Jiazhi Yang
Li Chen
Keyu Li
Chonghao Sima
...
Xiaosong Jia
Qiang Liu
Jifeng Dai
Yu Qiao
Hongyang Li
52
589
0
20 Dec 2022
DiffStack: A Differentiable and Modular Control Stack for Autonomous
  Vehicles
DiffStack: A Differentiable and Modular Control Stack for Autonomous Vehicles
Peter Karkus
Boris Ivanovic
Shie Mannor
Marco Pavone
36
45
0
13 Dec 2022
Receding Horizon Planning with Rule Hierarchies for Autonomous Vehicles
Receding Horizon Planning with Rule Hierarchies for Autonomous Vehicles
Sushant Veer
Karen Leung
Ryan K. Cosner
Yuxiao Chen
Peter Karkus
Marco Pavone
27
12
0
06 Dec 2022
RITA: Boost Driving Simulators with Realistic Interactive Traffic Flow
RITA: Boost Driving Simulators with Realistic Interactive Traffic Flow
Zhengbang Zhu
Shenyu Zhang
Yuzheng Zhuang
Yuecheng Liu
Minghuan Liu
...
Bin Wang
Siqi Cheng
Xinyu Wang
Jianye Hao
Yong Yu
8
8
0
07 Nov 2022
P4P: Conflict-Aware Motion Prediction for Planning in Autonomous Driving
P4P: Conflict-Aware Motion Prediction for Planning in Autonomous Driving
Q. Sun
Xin Huang
B. Williams
Hang Zhao
37
3
0
03 Nov 2022
InterSim: Interactive Traffic Simulation via Explicit Relation Modeling
InterSim: Interactive Traffic Simulation via Explicit Relation Modeling
Q. Sun
Xin Huang
B. Williams
Hang Zhao
35
36
0
26 Oct 2022
Hierarchical Model-Based Imitation Learning for Planning in Autonomous
  Driving
Hierarchical Model-Based Imitation Learning for Planning in Autonomous Driving
Eli Bronstein
Mark Palatucci
Dominik Notz
Brandyn White
Alex Kuefler
...
Punit Shah
Evan Racah
Benjamin Frenkel
Shimon Whiteson
Drago Anguelov
45
58
0
18 Oct 2022
CW-ERM: Improving Autonomous Driving Planning with Closed-loop Weighted
  Empirical Risk Minimization
CW-ERM: Improving Autonomous Driving Planning with Closed-loop Weighted Empirical Risk Minimization
Eesha Kumar
Yiming Zhang
S. Pini
Simon Stent
Ana Ferreira
Sergey Zagoruyko
C. Perone
OffRL
20
1
0
05 Oct 2022
Task-Relevant Failure Detection for Trajectory Predictors in Autonomous
  Vehicles
Task-Relevant Failure Detection for Trajectory Predictors in Autonomous Vehicles
Alec Farid
Sushant Veer
Boris Ivanovic
Karen Leung
Marco Pavone
38
24
0
25 Jul 2022
LaRa: Latents and Rays for Multi-Camera Bird's-Eye-View Semantic
  Segmentation
LaRa: Latents and Rays for Multi-Camera Bird's-Eye-View Semantic Segmentation
Florent Bartoccioni
Éloi Zablocki
Andrei Bursuc
Patrick Pérez
Matthieu Cord
Alahari Karteek
36
33
0
27 Jun 2022
3D Object Detection for Autonomous Driving: A Comprehensive Survey
3D Object Detection for Autonomous Driving: A Comprehensive Survey
Jiageng Mao
Shaoshuai Shi
Xiaogang Wang
Hongsheng Li
3DPC
35
205
0
19 Jun 2022
Driving in Real Life with Inverse Reinforcement Learning
Driving in Real Life with Inverse Reinforcement Learning
Tung Phan-Minh
Forbes Howington
Ting-Sheng Chu
Sang Uk Lee
Momchil S. Tomov
...
Fráncisco Suarez-Ruiz
Robert E. Beaudoin
Bo Yang
Sammy Omari
Eric M. Wolff
OffRL
16
27
0
07 Jun 2022
Symphony: Learning Realistic and Diverse Agents for Autonomous Driving
  Simulation
Symphony: Learning Realistic and Diverse Agents for Autonomous Driving Simulation
Maximilian Igl
Daewoo Kim
Alex Kuefler
Paul Mougin
Punit Shah
K. Shiarlis
Drago Anguelov
Mark Palatucci
Brandyn White
Shimon Whiteson
35
64
0
06 May 2022
Importance is in your attention: agent importance prediction for
  autonomous driving
Importance is in your attention: agent importance prediction for autonomous driving
Christopher Hazard
A. Bhagat
Balarama Raju Buddharaju
Zhongtao Liu
Yunming Shao
Lu Lu
Sammy Omari
Henggang Cui
16
11
0
19 Apr 2022
TIP: Task-Informed Motion Prediction for Intelligent Vehicles
TIP: Task-Informed Motion Prediction for Intelligent Vehicles
Xin Huang
Guy Rosman
A. Jasour
Stephen G. McGill
J. Leonard
B. Williams
40
15
0
17 Oct 2021
The Reasonable Crowd: Towards evidence-based and interpretable models of
  driving behavior
The Reasonable Crowd: Towards evidence-based and interpretable models of driving behavior
Bassam Helou
Aditya Dusi
Anne-Sophie Collin
N. Mehdipour
Zhiliang Chen
Cristhian G. Lizarazo
C. Belta
Tichakorn Wongpiromsarn
R. D. Tebbens
Oscar Beijbom
26
21
0
28 Jul 2021
Large Scale Interactive Motion Forecasting for Autonomous Driving : The
  Waymo Open Motion Dataset
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
155
532
0
20 Apr 2021
The efficacy of Neural Planning Metrics: A meta-analysis of PKL on
  nuScenes
The efficacy of Neural Planning Metrics: A meta-analysis of PKL on nuScenes
Yiluan Guo
Holger Caesar
Oscar Beijbom
Jonah Philion
Sanja Fidler
76
10
0
19 Oct 2020
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