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A Survey on Multimodal Large Language Models for Autonomous Driving

A Survey on Multimodal Large Language Models for Autonomous Driving

21 November 2023
Can Cui
Yunsheng Ma
Xu Cao
Wenqian Ye
Yang Zhou
Kaizhao Liang
Jintai Chen
Juanwu Lu
Zichong Yang
Kuei-Da Liao
Tianren Gao
Erlong Li
Kun Tang
Zhipeng Cao
Tongxi Zhou
Ao Liu
Xinrui Yan
Shuqi Mei
Jianguo Cao
Ziran Wang
Chao Zheng
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Papers citing "A Survey on Multimodal Large Language Models for Autonomous Driving"

50 / 179 papers shown
Title
GenFollower: Enhancing Car-Following Prediction with Large Language
  Models
GenFollower: Enhancing Car-Following Prediction with Large Language Models
Xianda Chen
Mingxing Peng
PakHin Tiu
Yuanfei Wu
Junjie Chen
Meixin Zhu
Xinhu Zheng
41
6
0
08 Jul 2024
On the Workflows and Smells of Leaderboard Operations (LBOps): An Exploratory Study of Foundation Model Leaderboards
On the Workflows and Smells of Leaderboard Operations (LBOps): An Exploratory Study of Foundation Model Leaderboards
Zhimin Zhao
A. A. Bangash
F. Côgo
Bram Adams
Ahmed E. Hassan
52
0
0
04 Jul 2024
SplitLoRA: A Split Parameter-Efficient Fine-Tuning Framework for Large
  Language Models
SplitLoRA: A Split Parameter-Efficient Fine-Tuning Framework for Large Language Models
Zheng Lin
Xuanjie Hu
Yuxin Zhang
Zhe Chen
Zihan Fang
Xianhao Chen
Ang Li
Praneeth Vepakomma
Yue Gao
39
28
0
01 Jul 2024
Asynchronous Large Language Model Enhanced Planner for Autonomous
  Driving
Asynchronous Large Language Model Enhanced Planner for Autonomous Driving
Yuan-Hsin Chen
Zi-han Ding
Ziqin Wang
Yan Wang
Lijun Zhang
Si Liu
64
9
0
20 Jun 2024
Using Multimodal Large Language Models for Automated Detection of
  Traffic Safety Critical Events
Using Multimodal Large Language Models for Automated Detection of Traffic Safety Critical Events
M. Tami
Huthaifa I. Ashqar
Mohammed Elhenawy
37
3
0
19 Jun 2024
Generating and Evolving Reward Functions for Highway Driving with Large
  Language Models
Generating and Evolving Reward Functions for Highway Driving with Large Language Models
Xu Han
Qiannan Yang
Xianda Chen
Xiaowen Chu
Meixin Zhu
50
4
0
15 Jun 2024
SkySenseGPT: A Fine-Grained Instruction Tuning Dataset and Model for
  Remote Sensing Vision-Language Understanding
SkySenseGPT: A Fine-Grained Instruction Tuning Dataset and Model for Remote Sensing Vision-Language Understanding
Junwei Luo
Zhen Pang
Yongjun Zhang
Tingzhu Wang
Linlin Wang
...
Jiangwei Lao
Jian Wang
Jingdong Chen
Yihua Tan
Yansheng Li
28
20
0
14 Jun 2024
PLT-D3: A High-fidelity Dynamic Driving Simulation Dataset for Stereo
  Depth and Scene Flow
PLT-D3: A High-fidelity Dynamic Driving Simulation Dataset for Stereo Depth and Scene Flow
Joshua Tokarsky
Ibrahim Abdulhafiz
S. Ayyalasomayajula
Mostafa Mohsen
Navya G. Rao
Adam Forbes
26
1
0
11 Jun 2024
A Superalignment Framework in Autonomous Driving with Large Language
  Models
A Superalignment Framework in Autonomous Driving with Large Language Models
Xiangrui Kong
Thomas Braunl
Marco Fahmi
Yue Wang
21
9
0
09 Jun 2024
A Survey of Language-Based Communication in Robotics
A Survey of Language-Based Communication in Robotics
William Hunt
Sarvapali D. Ramchurn
Mohammad D. Soorati
LM&Ro
47
11
0
06 Jun 2024
DriVLMe: Enhancing LLM-based Autonomous Driving Agents with Embodied and
  Social Experiences
DriVLMe: Enhancing LLM-based Autonomous Driving Agents with Embodied and Social Experiences
Yidong Huang
Jacob Sansom
Ziqiao Ma
Felix Gervits
Joyce Chai
36
17
0
05 Jun 2024
Hard Cases Detection in Motion Prediction by Vision-Language Foundation
  Models
Hard Cases Detection in Motion Prediction by Vision-Language Foundation Models
Yi Yang
Qingwen Zhang
Kei Ikemura
Nazre Batool
John Folkesson
VLM
28
1
0
31 May 2024
Typography Leads Semantic Diversifying: Amplifying Adversarial
  Transferability across Multimodal Large Language Models
Typography Leads Semantic Diversifying: Amplifying Adversarial Transferability across Multimodal Large Language Models
Hao-Ran Cheng
Erjia Xiao
Jiahang Cao
Le Yang
Kaidi Xu
Jindong Gu
Renjing Xu
AAML
50
7
0
30 May 2024
Continuously Learning, Adapting, and Improving: A Dual-Process Approach
  to Autonomous Driving
Continuously Learning, Adapting, and Improving: A Dual-Process Approach to Autonomous Driving
Jianbiao Mei
Yukai Ma
Xuemeng Yang
Licheng Wen
Xinyu Cai
...
Min Dou
Botian Shi
Liang He
Yong-Jin Liu
Yu Qiao
35
9
0
24 May 2024
Talk2Radar: Bridging Natural Language with 4D mmWave Radar for 3D Referring Expression Comprehension
Talk2Radar: Bridging Natural Language with 4D mmWave Radar for 3D Referring Expression Comprehension
Runwei Guan
Ruixiao Zhang
Ningwei Ouyang
Jianan Liu
Ka Lok Man
...
Ming Xu
Jeremy S. Smith
Eng Gee Lim
Yutao Yue
Hui Xiong
46
8
0
21 May 2024
Libra: Building Decoupled Vision System on Large Language Models
Libra: Building Decoupled Vision System on Large Language Models
Yifan Xu
Xiaoshan Yang
Y. Song
Changsheng Xu
MLLM
VLM
28
6
0
16 May 2024
When Large Language Model Meets Optimization
When Large Language Model Meets Optimization
Sen Huang
Kaixiang Yang
Sheng Qi
Rui Wang
37
8
0
16 May 2024
DoLLM: How Large Language Models Understanding Network Flow Data to
  Detect Carpet Bombing DDoS
DoLLM: How Large Language Models Understanding Network Flow Data to Detect Carpet Bombing DDoS
Qingyang Li
Yihang Zhang
Zhidong Jia
Yannan Hu
Lei Zhang
Jianrong Zhang
Yongming Xu
Yong Cui
Zongming Guo
Xinggong Zhang
AI4CE
29
6
0
13 May 2024
Probing Multimodal LLMs as World Models for Driving
Probing Multimodal LLMs as World Models for Driving
Shiva Sreeram
T. Wang
Alaa Maalouf
Guy Rosman
S. Karaman
Daniela Rus
20
7
0
09 May 2024
Towards Incremental Learning in Large Language Models: A Critical Review
Towards Incremental Learning in Large Language Models: A Critical Review
M. Jovanovic
Peter Voss
ELM
CLL
KELM
26
5
0
28 Apr 2024
Graphic Design with Large Multimodal Model
Graphic Design with Large Multimodal Model
Yutao Cheng
Zhao Zhang
Maoke Yang
Hui Nie
Chunyuan Li
Xinglong Wu
Jie Shao
36
10
0
22 Apr 2024
A Survey on the Memory Mechanism of Large Language Model based Agents
A Survey on the Memory Mechanism of Large Language Model based Agents
Zeyu Zhang
Xiaohe Bo
Chen Ma
Rui Li
Xu Chen
Quanyu Dai
Jieming Zhu
Zhenhua Dong
Ji-Rong Wen
LLMAG
KELM
34
105
0
21 Apr 2024
AccidentBlip: Agent of Accident Warning based on MA-former
AccidentBlip: Agent of Accident Warning based on MA-former
Yihua Shao
Hongyi Cai
Xinwei Long
Weiyi Lang
Ziyang Yan
Haoran Wu
Yan Wang
Jiayi Yin
Yang Yang
Yisheng Lv
18
2
0
18 Apr 2024
Octopus v3: Technical Report for On-device Sub-billion Multimodal AI
  Agent
Octopus v3: Technical Report for On-device Sub-billion Multimodal AI Agent
Wei Chen
Zhiyuan Li
LLMAG
17
3
0
17 Apr 2024
Can Feedback Enhance Semantic Grounding in Large Vision-Language Models?
Can Feedback Enhance Semantic Grounding in Large Vision-Language Models?
Yuan-Hong Liao
Rafid Mahmood
Sanja Fidler
David Acuna
VLM
44
7
0
09 Apr 2024
How Can Large Language Models Enable Better Socially Assistive
  Human-Robot Interaction: A Brief Survey
How Can Large Language Models Enable Better Socially Assistive Human-Robot Interaction: A Brief Survey
Zhonghao Shi
Ellen Landrum
Amy O'Connell
Mina Kian
Leticia Pinto-Alva
Kaleen Shrestha
Xiaoyuan Zhu
Maja J. Matarić
34
4
0
01 Apr 2024
A Review of Multi-Modal Large Language and Vision Models
A Review of Multi-Modal Large Language and Vision Models
Kilian Carolan
Laura Fennelly
A. Smeaton
VLM
19
22
0
28 Mar 2024
Resource Allocation in Large Language Model Integrated 6G Vehicular
  Networks
Resource Allocation in Large Language Model Integrated 6G Vehicular Networks
Chang Liu
Jun Zhao
15
12
0
27 Mar 2024
Hallucination Detection in Foundation Models for Decision-Making: A Flexible Definition and Review of the State of the Art
Hallucination Detection in Foundation Models for Decision-Making: A Flexible Definition and Review of the State of the Art
Neeloy Chakraborty
Melkior Ornik
Katherine Driggs-Campbell
LRM
54
9
0
25 Mar 2024
Blockchain-based Pseudonym Management for Vehicle Twin Migrations in
  Vehicular Edge Metaverse
Blockchain-based Pseudonym Management for Vehicle Twin Migrations in Vehicular Edge Metaverse
Jiawen Kang
Xiaofeng Luo
Jiangtian Nie
Tianhao Wu
Haibo Zhou
Yonghua Wang
Dusit Niyato
Shiwen Mao
Shengli Xie
19
12
0
22 Mar 2024
Advancing Explainable Autonomous Vehicle Systems: A Comprehensive Review
  and Research Roadmap
Advancing Explainable Autonomous Vehicle Systems: A Comprehensive Review and Research Roadmap
Sule Tekkesinoglu
Azra Habibovic
Lars Kunze
32
3
0
19 Mar 2024
AIGCs Confuse AI Too: Investigating and Explaining Synthetic
  Image-induced Hallucinations in Large Vision-Language Models
AIGCs Confuse AI Too: Investigating and Explaining Synthetic Image-induced Hallucinations in Large Vision-Language Models
Yifei Gao
Jiaqi Wang
Zhiyu Lin
Jitao Sang
40
5
0
13 Mar 2024
LLM-Assisted Light: Leveraging Large Language Model Capabilities for
  Human-Mimetic Traffic Signal Control in Complex Urban Environments
LLM-Assisted Light: Leveraging Large Language Model Capabilities for Human-Mimetic Traffic Signal Control in Complex Urban Environments
Maonan Wang
Aoyu Pang
Yuheng Kan
Man-On Pun
Chung Shue Chen
Bo Huang
16
18
0
13 Mar 2024
$\textbf{S}^2$IP-LLM: Semantic Space Informed Prompt Learning with LLM
  for Time Series Forecasting
S2\textbf{S}^2S2IP-LLM: Semantic Space Informed Prompt Learning with LLM for Time Series Forecasting
Zijie Pan
Yushan Jiang
Sahil Garg
Anderson Schneider
Yuriy Nevmyvaka
Dongjin Song
AI4TS
36
5
0
09 Mar 2024
NPHardEval4V: A Dynamic Reasoning Benchmark of Multimodal Large Language
  Models
NPHardEval4V: A Dynamic Reasoning Benchmark of Multimodal Large Language Models
Lizhou Fan
Wenyue Hua
Xiang Li
Kaijie Zhu
Mingyu Jin
...
Haoyang Ling
Jinkui Chi
Jindong Wang
Xin Ma
Yongfeng Zhang
LRM
32
14
0
04 Mar 2024
Integrating Pre-Trained Language Model with Physical Layer
  Communications
Integrating Pre-Trained Language Model with Physical Layer Communications
Ju-Hyung Lee
Dong-Ho Lee
Joohan Lee
Jay Pujara
29
3
0
18 Feb 2024
ChemLLM: A Chemical Large Language Model
ChemLLM: A Chemical Large Language Model
Di Zhang
Wei Liu
Qian Tan
Jingdan Chen
Hang Yan
...
Dongzhan Zhou
Shufei Zhang
Mao Su
Han-Sen Zhong
Yuqiang Li
AI4MH
34
31
0
10 Feb 2024
Learning on Multimodal Graphs: A Survey
Learning on Multimodal Graphs: A Survey
Ciyuan Peng
Jiayuan He
Feng Xia
17
6
0
07 Feb 2024
Delving into Multi-modal Multi-task Foundation Models for Road Scene
  Understanding: From Learning Paradigm Perspectives
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
LimSim++: A Closed-Loop Platform for Deploying Multimodal LLMs in
  Autonomous Driving
LimSim++: A Closed-Loop Platform for Deploying Multimodal LLMs in Autonomous Driving
Daocheng Fu
Wenjie Lei
Licheng Wen
Pinlong Cai
Song Mao
Min Dou
Botian Shi
Yu Qiao
36
27
0
02 Feb 2024
MM-LLMs: Recent Advances in MultiModal Large Language Models
MM-LLMs: Recent Advances in MultiModal Large Language Models
Duzhen Zhang
Yahan Yu
Jiahua Dong
Chenxing Li
Dan Su
Chenhui Chu
Dong Yu
OffRL
LRM
37
173
0
24 Jan 2024
Data-Centric Evolution in Autonomous Driving: A Comprehensive Survey of
  Big Data System, Data Mining, and Closed-Loop Technologies
Data-Centric Evolution in Autonomous Driving: A Comprehensive Survey of Big Data System, Data Mining, and Closed-Loop Technologies
Lincan Li
Wei Shao
Wei Dong
Yijun Tian
Qiming Zhang
Kaixiang Yang
Wenjie Zhang
18
8
0
23 Jan 2024
Evolutionary Computation in the Era of Large Language Model: Survey and
  Roadmap
Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap
Xingyu Wu
Sheng-hao Wu
Jibin Wu
Liang Feng
Kay Chen Tan
ELM
34
57
0
18 Jan 2024
IoT in the Era of Generative AI: Vision and Challenges
IoT in the Era of Generative AI: Vision and Challenges
Xin Wang
Zhongwei Wan
Arvin Hekmati
M. Zong
Samiul Alam
Mi Zhang
Bhaskar Krishnamachari
19
15
0
03 Jan 2024
A Survey on Autonomous Driving Datasets: Statistics, Annotation Quality,
  and a Future Outlook
A Survey on Autonomous Driving Datasets: Statistics, Annotation Quality, and a Future Outlook
Mingyu Liu
Ekim Yurtsever
Jonathan Fossaert
Xingcheng Zhou
Walter Zimmer
Yuning Cui
B. L. Žagar
Alois C. Knoll
40
34
0
02 Jan 2024
If LLM Is the Wizard, Then Code Is the Wand: A Survey on How Code
  Empowers Large Language Models to Serve as Intelligent Agents
If LLM Is the Wizard, Then Code Is the Wand: A Survey on How Code Empowers Large Language Models to Serve as Intelligent Agents
Ke Yang
Jiateng Liu
John Wu
Chaoqi Yang
Yi Ren Fung
...
Xu Cao
Xingyao Wang
Yiquan Wang
Heng Ji
Chengxiang Zhai
LLMAG
ELM
18
71
0
01 Jan 2024
LIP-Loc: LiDAR Image Pretraining for Cross-Modal Localization
LIP-Loc: LiDAR Image Pretraining for Cross-Modal Localization
Sai Shubodh Puligilla
Mohammad Omama
Husain Zaidi
Udit Singh Parihar
Madhava Krishna
16
14
0
27 Dec 2023
From Google Gemini to OpenAI Q* (Q-Star): A Survey of Reshaping the
  Generative Artificial Intelligence (AI) Research Landscape
From Google Gemini to OpenAI Q* (Q-Star): A Survey of Reshaping the Generative Artificial Intelligence (AI) Research Landscape
Timothy R. McIntosh
Teo Susnjak
Tong Liu
Paul Watters
Malka N. Halgamuge
79
46
0
18 Dec 2023
Personalized Autonomous Driving with Large Language Models: Field
  Experiments
Personalized Autonomous Driving with Large Language Models: Field Experiments
Can Cui
Zichong Yang
Yupeng Zhou
Yunsheng Ma
Juanwu Lu
Lingxi Li
Yaobin Chen
Jitesh Panchal
Ziran Wang
51
16
0
14 Dec 2023
NuScenes-MQA: Integrated Evaluation of Captions and QA for Autonomous
  Driving Datasets using Markup Annotations
NuScenes-MQA: Integrated Evaluation of Captions and QA for Autonomous Driving Datasets using Markup Annotations
Yuichi Inoue
Yuki Yada
Kotaro Tanahashi
Yu Yamaguchi
21
17
0
11 Dec 2023
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