Hidden Biases of End-to-End Driving Models

13 June 2023

Papers citing "Hidden Biases of End-to-End Driving Models"

38 / 38 papers shown

Title
CaRL: Learning Scalable Planning Policies with Simple Rewards Bernhard Jaeger D. Dauner Jens Beißwenger Simon Gerstenecker Kashyap Chitta Andreas Geiger 46 0 0 24 Apr 2025
ORION: A Holistic End-to-End Autonomous Driving Framework by Vision-Language Instructed Action Generation Haoyu Fu Diankun Zhang Zongchuang Zhao Jianfeng Cui Dingkang Liang Chong Zhang Dingyuan Zhang Hongwei Xie Bing Wang Xiang Bai 38 1 0 25 Mar 2025
Hydra-NeXt: Robust Closed-Loop Driving with Open-Loop Training Zhenxin Li Shihao Wang Shiyi Lan Zhiding Yu Zuxuan Wu Jose M. Alvarez 54 1 0 15 Mar 2025
Centaur: Robust End-to-End Autonomous Driving with Test-Time Training Chonghao Sima Kashyap Chitta Zhiding Yu Shiyi Lan Ping Luo Andreas Geiger H. Li Jose M. Alvarez 56 1 0 14 Mar 2025
SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment Katrin Renz Long Chen Elahe Arani Oleg Sinavski MLLM 62 0 0 12 Mar 2025
TransParking: A Dual-Decoder Transformer Framework with Soft Localization for End-to-End Automatic Parking Hangyu Du Chee-Meng Chew ViT 41 1 0 08 Mar 2025
DriveTransformer: Unified Transformer for Scalable End-to-End Autonomous Driving Xiaosong Jia Junqi You Zhiyuan Zhang Junchi Yan 42 4 0 07 Mar 2025
DriveLM: Driving with Graph Visual Question Answering Chonghao Sima Katrin Renz Kashyap Chitta L. Chen Hanxue Zhang Chengen Xie Jens Beißwenger Ping Luo Andreas Geiger Hongyang Li 81 159 0 17 Jan 2025
DrivingGPT: Unifying Driving World Modeling and Planning with Multi-modal Autoregressive Transformers Yuntao Chen Yuqi Wang Zhaoxiang Zhang 68 7 0 24 Dec 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 75 9 0 25 Sep 2024
METDrive: Multi-modal End-to-end Autonomous Driving with Temporal Guidance Ziang Guo Xinhao Lin Zakhar Yagudin Artem Lykov Yong Wang Yanqiang Li Dzmitry Tsetserukou 30 0 0 19 Sep 2024
Integrating End-to-End and Modular Driving Approaches for Online Corner Case Detection in Autonomous Driving Gemb Kaljavesi Xiyan Su Frank Diermeyer 25 1 0 02 Sep 2024
Exploring the Causality of End-to-End Autonomous Driving Jiankun Li Hao Li Jiangjiang Liu Zhikang Zou Xiaoqing Ye F. Wang Jizhou Huang Hua-Hong Wu Haifeng Wang LRM 43 4 0 09 Jul 2024
NAVSIM: Data-Driven Non-Reactive Autonomous Vehicle Simulation and Benchmarking D. Dauner Marcel Hallgarten Tianyu Li Xinshuo Weng Zhiyu Huang ... Igor Gilitschenski B. Ivanovic Marco Pavone Andreas Geiger Kashyap Chitta 58 34 0 21 Jun 2024
CarLLaVA: Vision language models for camera-only closed-loop driving Katrin Renz Long Chen Ana-Maria Marcu Jan Hünermann Benoît Hanotte Alice Karnsund Jamie Shotton Elahe Arani Oleg Sinavski VLM 33 17 0 14 Jun 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 67 8 0 12 Jun 2024
Bench2Drive: Towards Multi-Ability Benchmarking of Closed-Loop End-To-End Autonomous Driving Xiaosong Jia Zhenjie Yang Qifeng Li Zhiyuan Zhang Junchi Yan ELM 35 36 0 06 Jun 2024
Autonomous Driving with Spiking Neural Networks Rui-Jie Zhu Ziqing Wang Leilani H. Gilpin Jason Eshraghian 24 6 0 30 May 2024
Enhance Planning with Physics-informed Safety Controller for End-to-end Autonomous Driving Hang Zhou Haichao Liu Hongliang Lu Dan Xu Jun Ma Yiding Ji 26 0 0 01 May 2024
Can Vehicle Motion Planning Generalize to Realistic Long-tail Scenarios? Marcel Hallgarten Julian Zapata Martin Stoll Katrin Renz Andreas Zell 27 10 0 11 Apr 2024
DriveCoT: Integrating Chain-of-Thought Reasoning with End-to-End Driving Tianqi Wang Enze Xie Ruihang Chu Zhenguo Li Ping Luo LRM 32 15 0 25 Mar 2024
Analysis of a Modular Autonomous Driving Architecture: The Top Submission to CARLA Leaderboard 2.0 Challenge Weize Zhang Mohammed Elmahgiubi Kasra Rezaee Behzad Khamidehi Hamidreza Mirkhani ... Chunlin Li M. A. Kaleem Eduardo R. Corral-Soto Dhruv Sharma Tongtong Cao 23 7 0 21 Mar 2024
M2DA: Multi-Modal Fusion Transformer Incorporating Driver Attention for Autonomous Driving Dongyang Xu Haokun Li Qingfan Wang Ziying Song Lei Chen Hanming Deng 27 7 0 19 Mar 2024
ActiveAD: Planning-Oriented Active Learning for End-to-End Autonomous Driving Han Lu Xiaosong Jia Yichen Xie Wenlong Liao Xiaokang Yang Junchi Yan 27 12 0 05 Mar 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 17 27 0 26 Feb 2024
RAG-Driver: Generalisable Driving Explanations with Retrieval-Augmented In-Context Learning in Multi-Modal Large Language Model Jianhao Yuan Shuyang Sun Daniel Omeiza Bo-Lu Zhao Paul Newman Lars Kunze Matthew Gadd LRM 16 47 0 16 Feb 2024
Delving into Multi-modal Multi-task Foundation Models for Road Scene Understanding: From Learning Paradigm Perspectives Sheng Luo Wei-Neng Chen Wanxin Tian Rui Liu Luanxuan Hou ... Ling Shao Yi Yang Bojun Gao Qun Li Guobin Wu 47 13 0 05 Feb 2024
First-principles Based 3D Virtual Simulation Testing for Discovering SOTIF Corner Cases of Autonomous Driving Lehang Li Haokuan Wu Botao Yao Tianyu He Shuohan Huang Chuanyi Liu 11 1 0 22 Jan 2024
LangProp: A code optimization framework using Large Language Models applied to driving Shu Ishida Gianluca Corrado George Fedoseev Hudson Yeo Lloyd Russell Jamie Shotton João F. Henriques Anthony Hu 34 11 0 18 Jan 2024
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 30 109 0 12 Dec 2023
DriveAdapter: Breaking the Coupling Barrier of Perception and Planning in End-to-End Autonomous Driving Xiaosong Jia Yulu Gao Li Chen Junchi Yan Patrick Langechuan Liu Hongyang Li 9 64 0 01 Aug 2023
Recent Advancements in End-to-End Autonomous Driving using Deep Learning: A Survey Pranav Singh Chib Pravendra Singh 19 106 0 10 Jul 2023
End-to-end Autonomous Driving: Challenges and Frontiers Li Chen Peng Wu Kashyap Chitta Bernhard Jaeger Andreas Geiger Hongyang Li 3DV 30 260 0 29 Jun 2023
Coaching a Teachable Student Jimuyang Zhang Zanming Huang Eshed Ohn-Bar 47 21 0 16 Jun 2023
Parting with Misconceptions about Learning-based Vehicle Motion Planning D. Dauner Marcel Hallgarten Andreas Geiger Kashyap Chitta 19 111 0 13 Jun 2023
Model-Based Imitation Learning for Urban Driving Anthony Hu Gianluca Corrado Nicolas Griffiths Zak Murez Corina Gurau Hudson Yeo Alex Kendall R. Cipolla Jamie Shotton 102 133 0 14 Oct 2022
TransFuser: Imitation with Transformer-Based Sensor Fusion for Autonomous Driving Kashyap Chitta Aditya Prakash Bernhard Jaeger Zehao Yu Katrin Renz Andreas Geiger ViT 87 291 0 31 May 2022
Learning to drive from a world on rails Di Chen V. Koltun Philipp Krahenbuhl 92 116 0 03 May 2021