2026
PTC-Depth: Pose-Refined Monocular Depth Estimation with Temporal Consistency
CVPR 2026
Monocular depth estimation (MDE) has been widely adopted in the perception systems of autonomous vehicles and mobile robots. However, existing approaches often struggle to maintain temporal consistency in depth estimation across consecutive frames. This inconsistency not only causes jitter but can a