Awesome-4D-Radar

Surveys

  • 2023 - 4D Millimeter-Wave Radar in Autonomous Driving: A Survey arXiv [Paper]
  • 2023 - Reviewing 3D Object Detectors in the Context of High-Resolution 3+1D Radar CVPR Workshop [Paper]
  • 2023 - Radar Perception in Autonomous Driving: Exploring Different Data Representations arXiv [Paper] [Website] [GitHub]

Datasets

Id Name Year Task Data Representation Link
1 VoD 2022 Object Detection Point Cloud Website
2 TJ4DRadSet 2022 Object Detection
Object Tracking
Point Cloud Website
3 K-Radar 2022 Object Detection
Object Tracking
SLAM
Range-Azimuth-Doppler Tensor Github
4 WaterScenes 2023 Instance Segmentation
Semantic Segmentation
Free-space Segmentation
Waterline Segmentation
Panoptic Perception
Point cloud Paper Website GitHub
5 ThermRad 2023 Object Detection Point Cloud Paper
6 NTU4DRadLM 2023 SLAM Point Cloud Paper GitHub
7 Dual Radar 2023 Object Detection
Object Tracking
Point Cloud Paper GitHub

Algorithms

Detection

  • 2021 - 3D Detection and Tracking for On-road Vehicles with a Monovision Camera and Dual Low-cost 4D mmWave Radars ITSC [Paper]

  • 2021 - RPFA-Net: a 4D RaDAR Pillar Feature Attention Network for 3D Object Detection ITSC [Paper] [Code]

  • 2022 - K-Radar: 4D Radar Object Detection for Autonomous Driving in Various Weather Conditions NeurIPS [K-Radar][Paper] [GitHub]

  • 2023 - Enhanced K-Radar: Optimal Density Reduction to Improve Detection Performance and Accessibility of 4D Radar Tensor-based Object Detection arXiv [K-Radar][Paper]

  • 2023 - 3-D Object Detection for Multiframe 4-D Automotive Millimeter-Wave Radar Point Cloud IEEE Sensors [TJ4DRadSet][Paper]

  • 2023 - SMURF: Spatial Multi-Representation Fusion for 3D Object Detection with 4D Imaging Radar TIV [VoD TJ4DRadSet][Paper]

  • 2023 - MVFAN: Multi-View Feature Assisted Network for 4D Radar Object Detection ICONIP [Astyx VoD] [Paper]

Tracking

  • 2023 - Which Framework is Suitable for Online 3D Multi-Object Tracking for Autonomous Driving with Automotive 4D Imaging Radar? arXiv [Paper]
  • 2024 - RaTrack: Moving Object Detection and Tracking with 4D Radar Point Cloud arXiv [VoD] [Paper]

Scene Flow

  • 2023 - Hidden Gems: 4D Radar Scene Flow Learning Using Cross-Modal Supervision-Supplementary Material CVPR [VoD] [Paper Code]

Odometry

  • 2023 - Efficient Deep-Learning 4D Automotive Radar Odometry Method TIV [Paper]