Radars for Autonomous Driving: A Review of Deep Learning Methods and Challenges

15 June 2023

Papers citing "Radars for Autonomous Driving: A Review of Deep Learning Methods and Challenges"

17 / 17 papers shown

Title
Unleashing HyDRa: Hybrid Fusion, Depth Consistency and Radar for Unified 3D Perception Philipp Wolters Johannes Gilg Torben Teepe Fabian Herzog Anouar Laouichi Martin Hofmann Gerhard Rigoll MDE 68 13 0 12 Mar 2024
Exploring Radar Data Representations in Autonomous Driving: A Comprehensive Review Shanliang Yao Runwei Guan Zitian Peng Chenhang Xu Yilu Shi ... Hyungjoon Seo Ka Lok Man Jieming Ma Xiaohui Zhu Yutao Yue 58 5 0 08 Dec 2023
TransCAR: Transformer-based Camera-And-Radar Fusion for 3D Object Detection Su Pang Daniel Morris H. Radha ViT 32 15 0 30 Apr 2023
NVRadarNet: Real-Time Radar Obstacle and Free Space Detection for Autonomous Driving A. Popov Patrik Gebhardt Ke Chen Ryan Oldja Heeseok Lee S. Murray Ruchita Bhargava Nikolai Smolyanskiy 47 25 0 29 Sep 2022
PillarNet: Real-Time and High-Performance Pillar-based 3D Object Detection Guang-Hui Shi Ruifeng Li Chaoxiang Ma 3DPC 74 134 0 16 May 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 322 7,457 0 11 Nov 2021
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Yifu Zhang Pei Sun Yi-Xin Jiang Dongdong Yu Fucheng Weng Zehuan Yuan Ping Luo Wenyu Liu Xinggang Wang VOT 107 1,330 0 13 Oct 2021
Deep Instance Segmentation with Automotive Radar Detection Points Jianan Liu Weiyi Xiong Liping Bai Yu Xia Tao Huang Wanli Ouyang Bing Zhu 54 53 0 05 Oct 2021
Improving Uncertainty of Deep Learning-based Object Classification on Radar Spectra using Label Smoothing Kanil Patel William H. Beluch K. Rambach Michael Pfeiffer B. Yang UQCV 38 9 0 27 Sep 2021
Anomaly Detection in Radar Data Using PointNets Thomas Griebel Dominik Authaler Markus Horn M. Henning M. Buchholz Klaus C. J. Dietmayer 3DPC 19 12 0 20 Sep 2021
RADIATE: A Radar Dataset for Automotive Perception in Bad Weather Marcel Sheeny Emanuele De Pellegrin S. Mukherjee Alireza Ahrabian Sen Wang Andrew M. Wallace 66 199 0 18 Oct 2020
RadarNet: Exploiting Radar for Robust Perception of Dynamic Objects Bin Yang Runsheng Guo Mingfeng Liang Sergio Casas R. Urtasun 139 112 0 28 Jul 2020
FLOT: Scene Flow on Point Clouds Guided by Optimal Transport Gilles Puy Alexandre Boulch Renaud Marlet 3DPC OT 137 183 0 22 Jul 2020
Class-balanced Grouping and Sampling for Point Cloud 3D Object Detection Benjin Zhu Zhengkai Jiang Xiangxin Zhou Zeming Li Gang Yu 3DPC 169 484 0 26 Aug 2019
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 222 14,109 0 02 Dec 2016
A Random Finite Set Approach for Dynamic Occupancy Grid Maps with Real-Time Application Dominik Nuss Stephan Reuter Markus Thom Ting Yuan Gunther Krehl M. Maile Axel Gern Klaus C. J. Dietmayer 61 148 0 09 May 2016
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 298 39,217 0 01 Sep 2014