Overview
This direction studies how world models can assist editable road-scene generation so that scene changes follow explicit conditions and can support later analysis or system validation.
Problem
Road-scene generation requires more than visual plausibility. It also raises questions of controllable editing, spatiotemporal consistency, condition preservation, and interpretable evaluation. Visual examples alone are not treated as proof of system effectiveness.
System Architecture
Only the research boundary is public: scene conditions → representation and generation → controllable editing → consistency and task evaluation. Unpublished implementation details, data, and results are withheld.
Results
Current status: manuscript in preparation. This does not imply that a paper has been submitted, accepted, or released.
Limitations
Unverified metrics, comparative conclusions, and core technical details will not be published before the manuscript and public materials are ready.