2 papers
cs.CV2026
GeoV2V: Geometry-Grounded Video Diffusion Model for Driving Scene Generation
Yuchen Xi, Yuhan Guo, Chenwei Hou +4
Novel view synthesis under trajectory changes is essential for autonomous driving simulation, yet existing methods struggle to generate consistent videos when extrapolating to unse…
cs.CV2026
MegaSlide-DiT: Memory-Centric Adaptation and Deformable Local Attention for Efficient Video Diffusion
Jiacheng Liu, Jason Liu
High-resolution video diffusion models built on Diffusion Transformers (DiTs) deliver strong fidelity but quickly exhaust the memory budget of a single workstation. A 100 billion-p…