#LiDAR
3 related articles
SOTIF Analysis of LiDAR Object Detection: Evaluating Uncertainty Threshold Transfer Across Triggering Conditions
This article interprets a study on SOTIF analysis for LiDAR object detection, proposing an evaluation method for uncertainty threshold transfer across triggering conditions, using statistical tests to judge performance target applicability and revealing independent unit counting and performance degradation risks.
LiFi: A New Framework for Generating LiDAR Point Clouds from Multi-View Images
LiFi is a framework for generating LiDAR point clouds from multi-view camera images, guiding latent diffusion via geometric and semantic dual-branch collaboration with DepthAnything3 and a cross-view interaction module to produce high-fidelity LiDAR scenes, outperforming existing methods, with code to be open-sourced soon.
Better Detection in Heavier Snow? Unpacking Weather Confounders in LiDAR Perception
A study on WADS-3D and CADC datasets found LiDAR detection accuracy improves with heavier snowfall. We unpack the geometric enhancement hypothesis, confounding meta-factors, and what this means for AV perception evaluation.