Applications of Large Scale Foundation Models for Autonomous Driving

20 November 2023

Papers citing "Applications of Large Scale Foundation Models for Autonomous Driving"

31 / 31 papers shown

Title
CS-Bench: A Comprehensive Benchmark for Large Language Models towards Computer Science Mastery Xiaoshuai Song Muxi Diao Guanting Dong Zhengyang Wang Yujia Fu ... Yejie Wang Zhuoma Gongque Jianing Yu Qiuna Tan Weiran Xu ELM 30 10 0 12 Jun 2024
DrivingDiffusion: Layout-Guided multi-view driving scene video generation with latent diffusion model Xiaofan Li Yifu Zhang Xiaoqing Ye VGen 59 70 0 11 Oct 2023
LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving Hao Sha Yao Mu Yuxuan Jiang Li Chen Chenfeng Xu Ping Luo Shengbo Eben Li Masayoshi Tomizuka Wei Zhan Mingyu Ding 87 154 0 04 Oct 2023
Multimodal Foundation Models: From Specialists to General-Purpose Assistants Chunyuan Li Zhe Gan Zhengyuan Yang Jianwei Yang Linjie Li Lijuan Wang Jianfeng Gao MLLM 105 221 0 18 Sep 2023
NeRF-LiDAR: Generating Realistic LiDAR Point Clouds with Neural Radiance Fields Junge Zhang Feihu Zhang Shaochen Kuang Li Zhang 3DPC 53 37 0 28 Apr 2023
Neural Fields meet Explicit Geometric Representation for Inverse Rendering of Urban Scenes Zian Wang Tianchang Shen Jun Gao S. Huang Jacob Munkberg J. Hasselgren Zan Gojcic Wenzheng Chen Sanja Fidler AI4CE 92 83 0 06 Apr 2023
SUDS: Scalable Urban Dynamic Scenes Haithem Turki Jason Y. Zhang Francesco Ferroni Deva Ramanan 71 108 0 25 Mar 2023
Make-It-3D: High-Fidelity 3D Creation from A Single Image with Diffusion Prior Junshu Tang Tengfei Wang Bo Zhang Ting Zhang Ran Yi Lizhuang Ma Dong Chen DiffM 179 218 0 24 Mar 2023
A Complete Survey on Generative AI (AIGC): Is ChatGPT from GPT-4 to GPT-5 All You Need? Chaoning Zhang Chenshuang Zhang Sheng Zheng Yu Qiao Chenghao Li ... Lik-Hang Lee Yang Yang Heng Tao Shen In So Kweon Choong Seon Hong 72 152 0 21 Mar 2023
ConBaT: Control Barrier Transformer for Safe Policy Learning Yue Meng Sai H. Vemprala Rogerio Bonatti Chuchu Fan Ashish Kapoor OffRL 28 3 0 07 Mar 2023
Foundation Models for Decision Making: Problems, Methods, and Opportunities Sherry Yang Ofir Nachum Yilun Du Jason W. Wei Pieter Abbeel Dale Schuurmans LM&Ro OffRL LRM AI4CE 87 148 0 07 Mar 2023
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 68 42 0 07 Mar 2023
S-NeRF: Neural Radiance Fields for Street Views Ziyang Xie Junge Zhang Wenye Li Feihu Zhang Li Zhang 97 59 0 01 Mar 2023
RealFusion: 360° Reconstruction of Any Object from a Single Image Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 85 288 0 21 Feb 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
Policy Pre-training for Autonomous Driving via Self-supervised Geometric Modeling Peng Wu Li Chen Hongyang Li Xiaosong Jia Junchi Yan Yu Qiao 54 28 0 03 Jan 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 208 2,413 0 06 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng-Zhen Zhang Yuxiao Dong Jie Tang BDL LRM 237 840 0 05 Oct 2022
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Bin Cui Ming-Hsuan Yang DiffM MedIm 208 800 0 02 Sep 2022
LM-Nav: Robotic Navigation with Large Pre-Trained Models of Language, Vision, and Action Dhruv Shah B. Osinski Brian Ichter Sergey Levine LM&Ro 136 430 0 10 Jul 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 380 4,010 0 28 Jan 2022
Dense Depth Priors for Neural Radiance Fields from Sparse Input Views Barbara Roessle Jonathan T. Barron B. Mildenhall Pratul P. Srinivasan Matthias Nießner VGen 114 352 0 06 Dec 2021
PointCLIP: Point Cloud Understanding by CLIP Renrui Zhang Ziyu Guo Wei Zhang Kunchang Li Xupeng Miao Bin Cui Yu Qiao Peng Gao Hongsheng Li VLM 3DPC 158 428 0 04 Dec 2021
P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks Xiao Liu Kaixuan Ji Yicheng Fu Weng Lam Tam Zhengxiao Du Zhilin Yang Jie Tang VLM 228 780 0 14 Oct 2021
Pix2seq: A Language Modeling Framework for Object Detection Ting-Li Chen Saurabh Saxena Lala Li David J. Fleet Geoffrey E. Hinton MLLM ViT VLM 223 341 0 22 Sep 2021
Diffusion Probabilistic Models for 3D Point Cloud Generation Shitong Luo Wei Hu 3DPC 164 711 0 02 Mar 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 3,790 0 24 Feb 2021
ZeRO-Offload: Democratizing Billion-Scale Model Training Jie Ren Samyam Rajbhandari Reza Yazdani Aminabadi Olatunji Ruwase Shuangyang Yang Minjia Zhang Dong Li Yuxiong He MoE 155 399 0 18 Jan 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 220 3,054 0 23 Jan 2020
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 243 1,791 0 17 Sep 2019