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cs.CV2026
UniDynamics: Event-RGB Fusion for Unified Future 4D Dynamic Scene Generation
Daikun Liu, Xin Zhan, Teng Wang +2
We propose UniDynamics, a diffusion-based framework for future 4D dynamic scenes (RGB, depth, and optical flow) generation from a single event-RGB pair, without requiring long hist…
cs.CV2026
Depth Hypothesis Guided Iterative Refinement for Event-Image Monocular Depth Estimation
Daikun Liu, Teng Wang, Changyin Sun
Event cameras hold excellent dynamic properties, showing great potential for monocular depth estimation (MDE). However, existing methods mainly improve performance by optimizing co…