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20232025
most citedExploring Radar Data Representations in Autonomous Driving: A Comprehensive Review

66 citations · 69 across the 8 of their papers we have counts for

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7 papers · 1 filter

cs.CV2025

RadarNeXt: Real-Time and Reliable 3D Object Detector Based On 4D mmWave Imaging Radar

Liye Jia, Runwei Guan, Haocheng Zhao +5

3D object detection is crucial for Autonomous Driving (AD) and Advanced Driver Assistance Systems (ADAS). However, most 3D detectors prioritize detection accuracy, often overlookin…

cs.CV2024★ 2 cited

UniBEVFusion: Unified Radar-Vision BEVFusion for 3D Object Detection

Haocheng Zhao, Runwei Guan, Taoyu Wu +3

4D millimeter-wave (MMW) radar, which provides both height information and dense point cloud data over 3D MMW radar, has become increasingly popular in 3D object detection. In rece…

cs.CV2024

NanoMVG: USV-Centric Low-Power Multi-Task Visual Grounding based on Prompt-Guided Camera and 4D mmWave Radar

Runwei Guan, Jianan Liu, Liye Jia +7

Recently, visual grounding and multi-sensors setting have been incorporated into perception system for terrestrial autonomous driving systems and Unmanned Surface Vehicles (USVs),…

cs.CV2024

Referring Flexible Image Restoration

Runwei Guan, Rongsheng Hu, Zhuhao Zhou +6

In reality, images often exhibit multiple degradations, such as rain and fog at night (triple degradations). However, in many cases, individuals may not want to remove all degradat…

cs.CV2024

WaterVG: Waterway Visual Grounding based on Text-Guided Vision and mmWave Radar

Runwei Guan, Liye Jia, Fengyufan Yang +8

The perception of waterways based on human intent is significant for autonomous navigation and operations of Unmanned Surface Vehicles (USVs) in water environments. Inspired by vis…

cs.CV2023★ 1 cited

Achelous++: Power-Oriented Water-Surface Panoptic Perception Framework on Edge Devices based on Vision-Radar Fusion and Pruning of Heterogeneous Modalities

Runwei Guan, Haocheng Zhao, Shanliang Yao +8

Urban water-surface robust perception serves as the foundation for intelligent monitoring of aquatic environments and the autonomous navigation and operation of unmanned vessels, e…

cs.CV2023★ 66 cited

Exploring Radar Data Representations in Autonomous Driving: A Comprehensive Review

Shanliang Yao, Runwei Guan, Zitian Peng +10

With the rapid advancements of sensor technology and deep learning, autonomous driving systems are providing safe and efficient access to intelligent vehicles as well as intelligen…