Presentations · 2026.02.25

Criticality-guided Diffusion for Counterfactual Traffic Scenario and Video Generation

Criticality-guided Diffusion for Counterfactual Traffic Scenario and Video Generation

Overview

Presents a two-stage approach linking KPI-guided trajectory diffusion to driving-video generation. Evaluates criticality guidance on Waymo scenes using TTC-based objectives, alongside collision-avoidance regularization, map adherence and kinematic plausibility metrics.

Version: nxtAIM Open Project Day original research poster; one page

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