SFE-VGGT: Source-Free VGGT Distillation for Event-Based Monocular Depth Estimation

Thai Duy Nguyen, Addison Lin Wang

Recent event-based depth estimation methods successfully transfer geometric priors from vision foundation models via cross-modal distillation. However, their reliance on synchroniz…