#3d-detection News & Analysis

2 articles tagged with #3d-detection. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · Jun 196/10

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HilDA: Hierarchical Distillation with Diffusion for Advancing Self-Supervised LiDAR Pre-trainin

HilDA introduces a self-supervised pretraining framework for LiDAR systems in autonomous driving by combining hierarchical knowledge distillation from Vision Foundation Models with diffusion-based temporal consistency. The approach achieves state-of-the-art results on cross-modal distillation benchmarks and improves performance across 3D object detection, scene flow, and semantic occupancy prediction tasks.

AINeutralarXiv – CS AI · Jun 115/10

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Multi-View In-Cabin Monitoring System for Public Transport Vehicles

Researchers introduce a multi-view in-cabin monitoring dataset for public transport vehicles, featuring synchronized RGB and depth images from four cameras and LiDAR data collected from a German city bus. The dataset includes 9,136 annotated samples with 3D pose estimates and bounding boxes, along with benchmarked detection models to advance multi-view perception systems for autonomous public transportation.