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Paper · arXiv

TerrainForge: Physics-Grounded Road Geometry Editing for Counterfactual Autonomous Driving

Road geometry (e.g., crests, sags, and speed humps) and surface conditions (e.g., wet or icy pavement) affect how vehicles move, what drivers and onboard cameras observe, and how much clearance remains between vehicles. Editing these properties in a driving scene therefore requires corresponding changes in vehicle motion. Capturing these differences in a driving video requires a road edit to propagate to vehicle motion, camera viewpoint, and the clearance between vehicles. We present TerrainForge, a framework for generating road geometry-focused counterfactuals from reconstructed multi-vehicle driving episodes. A unified road model connects scene deformation with four-wheel vehicle dynami...

AuthorsYang Chen, Yicheng Zhu, zhenning Li et al.
Primary categorycs.CV
Published2 October 2026
Last updated at source11 October 2026
cs.CV
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