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paperarXivTrust 82 · PrimaryPublished 3d agoLive · yesterday

IRGNN: Efficient Invariant Radar Graph Neural Network for Radar Point Cloud Object Detection

Perception is a fundamental component of autonomous driving systems. While LiDAR-based methods have achieved remarkable progress in object detection, their reliability can degrade under adverse weather conditions. Radar point clouds provide a robust alternative due to their resilience to bad weather and low-illumination scenarios. However, radar point clouds are typically sparse, unordered, and less informative than LiDAR data, making it challenging to directly apply existing LiDAR-based perception methods. To address these challenges, we propose IRGNN, an Invariant Radar Graph Neural Network

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  • FuzzyOverlapping authors or contributors · 62%mudler/LocalAI

    Shared author/contributor keys: guo

  • FuzzySimilar title/name (fuzzy) · 59%sansan0/TrendRadar

    Fuzzy title match (0.73): “IRGNN: Efficient Invariant Radar Graph Neural Network for Ra” ≈ “sansan0/TrendRadar”

  • FuzzySimilar title/name (fuzzy) · 59%tirth8205/code-review-graph

    Fuzzy title match (0.73): “IRGNN: Efficient Invariant Radar Graph Neural Network for Ra” ≈ “tirth8205/code-review-graph”

  • LinkedLinked via arxiv author · 85%Xiao Guo

    IRGNN: Efficient Invariant Radar Graph Neural Network for Radar Point Cloud Object Detection

  • LinkedLinked via arxiv author · 85%Wanke Xia

    IRGNN: Efficient Invariant Radar Graph Neural Network for Radar Point Cloud Object Detection

  • LinkedLinked via arxiv author · 85%Lili Yang

    IRGNN: Efficient Invariant Radar Graph Neural Network for Radar Point Cloud Object Detection

  • LinkedLinked via arxiv author · 85%Caicong Wu

    IRGNN: Efficient Invariant Radar Graph Neural Network for Radar Point Cloud Object Detection

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