End-to-End Urban Driving by Imitating a Reinforcement Learning Coach

18 August 2021

Luc Van Gool

Papers citing "End-to-End Urban Driving by Imitating a Reinforcement Learning Coach"

39 / 39 papers shown

Title
CaRL: Learning Scalable Planning Policies with Simple Rewards Bernhard Jaeger D. Dauner Jens Beißwenger Simon Gerstenecker Kashyap Chitta Andreas Geiger 54 0 0 24 Apr 2025
Don't Shake the Wheel: Momentum-Aware Planning in End-to-End Autonomous Driving Ziying Song Caiyan Jia Lin Liu Hongyu Pan Wenjie Qu Junming Wang Xuzhi Zhang Shaoqing Xu Lei Yang Yadan Luo 68 1 0 05 Mar 2025
Learning Occlusion-aware Decision-making from Agent Interaction via Active Perception Jie Jia Yiming Shu Zhongxue Gan Wenchao Ding 44 1 0 26 Sep 2024
Mitigating Covariate Shift in Imitation Learning for Autonomous Vehicles Using Latent Space Generative World Models A. Popov Alperen Degirmenci David Wehr Shashank Hegde Ryan Oldja ... David Nistér Urs Muller Ruchi Bhargava Stan Birchfield Nikolai Smolyanskiy 80 9 0 25 Sep 2024
Let Hybrid A* Path Planner Obey Traffic Rules: A Deep Reinforcement Learning-Based Planning Framework Xibo Li Shruti Patel Christof Büskens 44 2 0 01 Jul 2024
Enhancing End-to-End Autonomous Driving with Latent World Model Yingyan Li Lue Fan Jiawei He Yuqi Wang Yuntao Chen Zhaoxiang Zhang Tieniu Tan 80 8 0 12 Jun 2024
AnoVox: A Benchmark for Multimodal Anomaly Detection in Autonomous Driving Daniel Bogdoll Iramm Hamdard Lukas Namgyu Rößler Felix Geisler Muhammed Bayram ... Miguel de Campos Anushervon Tabarov Yitian Yang Hanno Gottschalk J. Marius Zöllner 42 5 0 13 May 2024
Guiding Attention in End-to-End Driving Models Diego Porres Yi Xiao Gabriel Villalonga Alexandre Levy Antonio M. López 26 0 0 30 Apr 2024
Towards Collaborative Autonomous Driving: Simulation Platform and End-to-End System Genjia Liu Yue Hu Chenxin Xu Weibo Mao Junhao Ge ... Yifan Lu Yinda Xu Junkai Xia Yafei Wang Siheng Chen 74 7 0 15 Apr 2024
Think2Drive: Efficient Reinforcement Learning by Thinking in Latent World Model for Quasi-Realistic Autonomous Driving (in CARLA-v2) Qifeng Li Xiaosong Jia Shaobo Wang Junchi Yan 37 27 0 26 Feb 2024
DriveMLM: Aligning Multi-Modal Large Language Models with Behavioral Planning States for Autonomous Driving Wenhai Wang Jiangwei Xie ChuanYang Hu Haoming Zou Jianan Fan ... Lewei Lu Xizhou Zhu Xiaogang Wang Yu Qiao Jifeng Dai 36 124 0 14 Dec 2023
An Invitation to Deep Reinforcement Learning Bernhard Jaeger Andreas Geiger OffRL OOD 78 5 0 13 Dec 2023
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 33 112 0 12 Dec 2023
Learning to Drive Anywhere Ruizhao Zhu Peng Huang Eshed Ohn-Bar Venkatesh Saligrama 42 6 0 21 Sep 2023
Cognitive TransFuser: Semantics-guided Transformer-based Sensor Fusion for Improved Waypoint Prediction Hwan-Soo Choi Jong-Lyul Jeong Young Cho Kuk-Jin Yoon Jong-hwan Kim 28 1 0 04 Aug 2023
AVOIDDS: Aircraft Vision-based Intruder Detection Dataset and Simulator Elysia Q. Smyers Sydney M. Katz Anthony Corso Mykel J. Kochenderfer AAML 32 4 0 19 Jun 2023
ReasonNet: End-to-End Driving with Temporal and Global Reasoning Hao Shao Letian Wang Ruobing Chen Steven L. Waslander Hongsheng Li Y. Liu LRM 38 71 0 17 May 2023
Visual-Policy Learning through Multi-Camera View to Single-Camera View Knowledge Distillation for Robot Manipulation Tasks C. Acar Kuluhan Binici Alp Tekirdag Yan Wu 37 1 0 13 Mar 2023
A Multiplicative Value Function for Safe and Efficient Reinforcement Learning Nick Bührer Zhejun Zhang Alexander Liniger Feng Yu Luc Van Gool 24 1 0 07 Mar 2023
Hierarchical Generative Adversarial Imitation Learning with Mid-level Input Generation for Autonomous Driving on Urban Environments Gustavo Claudio Karl Couto Eric A. Antonelo GAN 30 6 0 09 Feb 2023
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
PlanT: Explainable Planning Transformers via Object-Level Representations Katrin Renz Kashyap Chitta Otniel-Bogdan Mercea A. Sophia Koepke Zeynep Akata Andreas Geiger ViT 36 94 0 25 Oct 2022
Differentiable Constrained Imitation Learning for Robot Motion Planning and Control Christopher P. Diehl Janis Adamek Martin Krüger F. Hoffmann Torsten Bertram 16 4 0 21 Oct 2022
Exploring Contextual Representation and Multi-Modality for End-to-End Autonomous Driving Shoaib Azam Farzeen Munir Ville Kyrki M. Jeon Witold Pedrycz 56 1 0 13 Oct 2022
Safety-Enhanced Autonomous Driving Using Interpretable Sensor Fusion Transformer Hao Shao Letian Wang Ruobing Chen Hongsheng Li Y. Liu 47 195 0 28 Jul 2022
Resolving Copycat Problems in Visual Imitation Learning via Residual Action Prediction Chia-Chi Chuang Donglin Yang Chuan Wen Yang Gao SSL 23 12 0 20 Jul 2022
ST-P3: End-to-end Vision-based Autonomous Driving via Spatial-Temporal Feature Learning Shengchao Hu Li Chen Peng Wu Hongyang Li Junchi Yan Dacheng Tao 31 226 0 15 Jul 2022
MMFN: Multi-Modal-Fusion-Net for End-to-End Driving Qingwen Zhang Mingkai Tang R. Geng Feiyi Chen Ren Xin Lujia Wang 39 5 0 01 Jul 2022
Trajectory-guided Control Prediction for End-to-end Autonomous Driving: A Simple yet Strong Baseline Peng Wu Xiaosong Jia Li Chen Junchi Yan Hongyang Li Yu Qiao 35 182 0 16 Jun 2022
TransFuser: Imitation with Transformer-Based Sensor Fusion for Autonomous Driving Kashyap Chitta Aditya Prakash Bernhard Jaeger Zehao Yu Katrin Renz Andreas Geiger ViT 104 295 0 31 May 2022
Learn-to-Race Challenge 2022: Benchmarking Safe Learning and Cross-domain Generalisation in Autonomous Racing Jonathan M Francis Bingqing Chen Siddha Ganju Sidharth Kathpal Jyotish Poonganam ... Ivan Zhukov Max Kumskoy Anirudh Koul Jean Oh Eric Nyberg 19 12 0 05 May 2022
KING: Generating Safety-Critical Driving Scenarios for Robust Imitation via Kinematics Gradients Niklas Hanselmann Katrin Renz Kashyap Chitta Apratim Bhattacharyya Andreas Geiger 29 87 0 28 Apr 2022
Learning to Drive by Watching YouTube Videos: Action-Conditioned Contrastive Policy Pretraining Qihang Zhang Zhenghao Peng Bolei Zhou SSL 27 37 0 05 Apr 2022
Deep Interactive Motion Prediction and Planning: Playing Games with Motion Prediction Models J. Vázquez Alexander Liniger Wilko Schwarting Daniela Rus Luc Van Gool 24 45 0 05 Apr 2022
Multi-Task Conditional Imitation Learning for Autonomous Navigation at Crowded Intersections Zeyu Zhu Huijing Zhao 24 8 0 21 Feb 2022
Causal Imitative Model for Autonomous Driving Mohammad Reza Samsami Mohammadhossein Bahari Saber Salehkaleybar Alexandre Alahi CML 21 12 0 07 Dec 2021
GRI: General Reinforced Imitation and its Application to Vision-Based Autonomous Driving Raphael Chekroun Marin Toromanoff Sascha Hornauer Fabien Moutarde 39 60 0 16 Nov 2021
Safe Autonomous Racing via Approximate Reachability on Ego-vision Bingqing Chen Jonathan M Francis Jean Oh Eric Nyberg Sylvia L. Herbert 56 14 0 14 Oct 2021
TrafficSim: Learning to Simulate Realistic Multi-Agent Behaviors Simon Suo S. Regalado Sergio Casas R. Urtasun 151 224 0 17 Jan 2021