Title
DepthFusion: Depth-Aware Hybrid Feature Fusion for LiDAR-Camera 3D Object Detection Mingqian Ji Jian Yang Shanshan Zhang 3DPC MDE 40 0 0 12 May 2025
PosePilot: Steering Camera Pose for Generative World Models with Self-supervised Depth Bu Jin Weize Li Baihan Yang Zhenxin Zhu Junpeng Jiang ... Kun Zhan Hengtong Hu X. Zhang Peng Jia Hao Zhao VGen 139 0 0 03 May 2025
NeuRadar: Neural Radiance Fields for Automotive Radar Point Clouds Mahan Rafidashti Ji Lan M. Fatemi Junsheng Fu Lars Hammarstrand Lennart Svensson 39 0 0 01 Apr 2025
EVolSplat: Efficient Volume-based Gaussian Splatting for Urban View Synthesis Sheng Miao Jiaxin Huang Dongfeng Bai Xu Yan Hongyu Zhou Y. Wang Bingbing Liu Andreas Geiger Yiyi Liao 3DGS 68 0 0 26 Mar 2025
Aether: Geometric-Aware Unified World Modeling Aether Team Haoyi Zhu Y. Wang Jianjun Zhou Wenzheng Chang ... Zizun Li Junyi Chen Chunhua Shen Jiangmiao Pang Tong He DiffM VGen 62 2 0 24 Mar 2025
PSA-SSL: Pose and Size-aware Self-Supervised Learning on LiDAR Point Clouds Barza Nisar Steven L. Waslander 3DPC ViT 53 0 0 18 Mar 2025
Learning-based 3D Reconstruction in Autonomous Driving: A Comprehensive Survey Liewen Liao Weihao Yan Ming Yang Songan Zhang 3DV 86 0 0 17 Mar 2025
JiSAM: Alleviate Labeling Burden and Corner Case Problems in Autonomous Driving via Minimal Real-World Data Runjian Chen Wenqi Shao Bo-Wen Zhang Shaoshuai Shi Li Jiang Ping Luo 53 0 0 11 Mar 2025
Temporal Overlapping Prediction: A Self-supervised Pre-training Method for LiDAR Moving Object Segmentation Ziliang Miao Runjian Chen Yixi Cai Buwei He Wenquan Zhao Wenqi Shao Bo-Wen Zhang Fu Zhang 3DPC 54 0 0 10 Mar 2025
Multi-Scale Neighborhood Occupancy Masked Autoencoder for Self-Supervised Learning in LiDAR Point Clouds Mohamed Abdelsamad Michael Ulrich Claudius Gläser Abhinav Valada 3DPC 42 0 0 27 Feb 2025
A Survey of World Models for Autonomous Driving Tuo Feng Wenguan Wang Y. Yang VGen 80 6 0 20 Jan 2025
CLAP: Unsupervised 3D Representation Learning for Fusion 3D Perception via Curvature Sampling and Prototype Learning Runjian Chen H. Zhang Avinash Ravichandran Wenqi Shao Alex Wong Ping Luo Ping Luo 3DPC 81 0 0 04 Dec 2024
Point Cloud Unsupervised Pre-training via 3D Gaussian Splatting Hao Liu Minglin Chen Yanni Ma Haihong Xiao Ying He 3DGS 3DPC 84 0 0 27 Nov 2024
GaussianPretrain: A Simple Unified 3D Gaussian Representation for Visual Pre-training in Autonomous Driving Shaoqing Xu Fang Li Shengyin Jiang Ziying Song Li Liu Zhi-xin Yang 3DGS SSL 84 0 0 19 Nov 2024
X-Drive: Cross-modality consistent multi-sensor data synthesis for driving scenarios Yichen Xie Chenfeng Xu C-T.John Peng Shuqi Zhao Nhat Ho Alexander T. Pham Mingyu Ding M. Tomizuka W. Zhan DiffM 35 2 0 02 Nov 2024
SPA: 3D Spatial-Awareness Enables Effective Embodied Representation Haoyi Zhu Honghui Yang Yating Wang Jiange Yang Limin Wang Tong He 3DH 51 6 0 10 Oct 2024
DrivingForward: Feed-forward 3D Gaussian Splatting for Driving Scene Reconstruction from Flexible Surround-view Input Qijian Tian Xin Tan Yuan Xie Lizhuang Ma 3DGS 47 9 0 19 Sep 2024
Efficient Depth-Guided Urban View Synthesis Sheng Miao Jiaxin Huang Dongfeng Bai Weichao Qiu Bingbing Liu Andreas Geiger Yiyi Liao 44 3 0 17 Jul 2024
DistillNeRF: Perceiving 3D Scenes from Single-Glance Images by Distilling Neural Fields and Foundation Model Features Letian Wang Seung Wook Kim Jiawei Yang Cunjun Yu B. Ivanovic Steven L. Waslander Yue Wang Sanja Fidler Marco Pavone Peter Karkus 36 7 0 17 Jun 2024
UnO: Unsupervised Occupancy Fields for Perception and Forecasting Ben Agro Quinlan Sykora Sergio Casas Thomas Gilles R. Urtasun 38 13 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 34 5 0 13 May 2024
OccFeat: Self-supervised Occupancy Feature Prediction for Pretraining BEV Segmentation Networks Sophia Sirko-Galouchenko Alexandre Boulch Spyros Gidaris Andrei Bursuc Antonín Vobecký Patrick Pérez Renaud Marlet 3DPC 30 7 0 22 Apr 2024
Neural Radiance Field in Autonomous Driving: A Survey Lei He Leheng Li Wenchao Sun Zeyu Han Yichen Liu Sifa Zheng Jianqiang Wang Keqiang Li 29 13 0 22 Apr 2024
OA-CNNs: Omni-Adaptive Sparse CNNs for 3D Semantic Segmentation Bohao Peng Xiaoyang Wu Li Jiang Yukang Chen Hengshuang Zhao Zhuotao Tian Jiaya Jia 50 17 0 21 Mar 2024
GroupContrast: Semantic-aware Self-supervised Representation Learning for 3D Understanding Chengyao Wang Li Jiang Xiaoyang Wu Zhuotao Tian Bohao Peng Hengshuang Zhao Jiaya Jia 3DPC SSL 80 13 0 14 Mar 2024
MIM4D: Masked Modeling with Multi-View Video for Autonomous Driving Representation Learning Jialv Zou Bencheng Liao Qian Zhang Wenyu Liu Xinggang Wang 43 2 0 13 Mar 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 51 13 0 05 Feb 2024
Point Cloud Matters: Rethinking the Impact of Different Observation Spaces on Robot Learning Haoyi Zhu Yating Wang Di Huang Weicai Ye Wanli Ouyang Tong He SSL 3DPC 39 20 0 04 Feb 2024
Self-supervised Learning of LiDAR 3D Point Clouds via 2D-3D Neural Calibration Yifan Zhang Siyu Ren Junhui Hou Jinjian Wu Guangming Shi Guangming Shi SSL 3DPC 82 3 0 23 Jan 2024
Masked Modeling for Self-supervised Representation Learning on Vision and Beyond Siyuan Li Luyuan Zhang Zedong Wang Di Wu Lirong Wu ... Jun-Xiong Xia Cheng Tan Yang Liu Baigui Sun Stan Z. Li SSL 33 14 0 31 Dec 2023
Visual Point Cloud Forecasting enables Scalable Autonomous Driving Zetong Yang Li Chen Yanan Sun Hongyang Li 3DPC 27 40 0 29 Dec 2023
Prospective Role of Foundation Models in Advancing Autonomous Vehicles Jianhua Wu B. Gao Jincheng Gao Jianhao Yu Hongqing Chu ... Xun Gong Yi Chang H. E. Tseng Hong Chen Jie Chen 39 3 0 08 Dec 2023
Hulk: A Universal Knowledge Translator for Human-Centric Tasks Yizhou Wang YiXuan Wu Shixiang Tang Weizhen He Xun Guo ... Lei Bai Rui Zhao Jian Wu Tong He Wanli Ouyang VLM 28 14 0 04 Dec 2023
Applications of Large Scale Foundation Models for Autonomous Driving Yu Huang Yue Chen Zhu Li ELM AI4CE LRM ALM LM&Ro 61 15 0 20 Nov 2023
NeRF-LiDAR: Generating Realistic LiDAR Point Clouds with Neural Radiance Fields Junge Zhang Feihu Zhang Shaochen Kuang Li Zhang 3DPC 59 38 0 28 Apr 2023
SparseFusion: Fusing Multi-Modal Sparse Representations for Multi-Sensor 3D Object Detection Yichen Xie Chenfeng Xu Marie-Julie Rakotosaona Patrick Rim F. Tombari Kurt Keutzer M. Tomizuka Wei Zhan 3DPC 48 53 0 27 Apr 2023
Masked Scene Contrast: A Scalable Framework for Unsupervised 3D Representation Learning Xiaoyang Wu Xin Wen Xihui Liu Hengshuang Zhao 3DPC 112 40 0 24 Mar 2023
MV-JAR: Masked Voxel Jigsaw and Reconstruction for LiDAR-Based Self-Supervised Pre-Training Runsen Xu Tai Wang Wenwei Zhang Runjian Chen Jinkun Cao Jiangmiao Pang Dahua Lin 3DPC 34 29 0 23 Mar 2023
Understanding Imbalanced Semantic Segmentation Through Neural Collapse Zhisheng Zhong Jiequan Cui Yibo Yang Xiaoyang Wu Xiaojuan Qi X. Zhang Jiaya Jia 127 45 0 03 Jan 2023
$X-NeRF: Explicit Neural Radiance Field for Multi-Scene 360$^{\circ} $ Insufficient RGB-D Views$ X-NeRF: Explicit Neural Radiance Field for Multi-Scene 360 $^{\circ}$ Insufficient RGB-D Views Haoyi Zhu Haoshu Fang Cewu Lu 34 9 0 11 Oct 2022
Vision-Centric BEV Perception: A Survey Yuexin Ma Tai Wang Xuyang Bai Huitong Yang Yuenan Hou Yaming Wang Yu Qiao Ruigang Yang Dinesh Manocha Xinge Zhu 41 129 0 04 Aug 2022
Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training Renrui Zhang Ziyu Guo Rongyao Fang Bingyan Zhao Dong Wang Yu Qiao Hongsheng Li Peng Gao 3DPC 176 244 0 28 May 2022
VLP: A Survey on Vision-Language Pre-training Feilong Chen Duzhen Zhang Minglun Han Xiuyi Chen Jing Shi Shuang Xu Bo Xu VLM 82 212 0 18 Feb 2022
4DContrast: Contrastive Learning with Dynamic Correspondences for 3D Scene Understanding Yujin Chen Matthias Nießner Angela Dai 3DPC 105 58 0 06 Dec 2021
Multimodal Virtual Point 3D Detection Tianwei Yin Xingyi Zhou Philipp Krahenbuhl 3DPC 160 245 0 12 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,434 0 11 Nov 2021
PV-RCNN++: Point-Voxel Feature Set Abstraction With Local Vector Representation for 3D Object Detection Shaoshuai Shi Li Jiang Jiajun Deng Zhe Wang Chaoxu Guo Jianping Shi Xiaogang Wang Hongsheng Li 3DPC 139 404 0 31 Jan 2021
Self-Supervised Pretraining of 3D Features on any Point-Cloud Zaiwei Zhang Rohit Girdhar Armand Joulin Ishan Misra 3DPC 124 268 0 07 Jan 2021
Voxel R-CNN: Towards High Performance Voxel-based 3D Object Detection Jiajun Deng Shaoshuai Shi Pei-Cian Li Wen-gang Zhou Yanyong Zhang Houqiang Li 3DPC 228 660 0 31 Dec 2020
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas J. Guibas Or Litany 3DPC 141 622 0 21 Jul 2020