yuminhhuang2025

Learning Orientation Field for OSM-Guided Autonomous Navigation

Training dataset for learning orientation fields to guide autonomous navigation using OpenStreetMap data. Contains 45,192 files derived from KITTI and SemanticKITTI datasets.

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Episodes45192

Why This Matters for Physical AI

This dataset enables research in autonomous navigation by providing LiDAR-based training data with orientation field annotations for learning OSM-guided navigation strategies.

Technical Profile

Modalities
lidarrgb
Robot Embodiments
autonomous_vehicle
Environment
outdoor
Task Types
navigationautonomous_driving
Episodes
45192
Annotation Types
orientation_field
Part of the OriField family

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