Consistent and Accurate Surrounding Depth Estimation Using Self-Supervised Two-Frame Multi-Camera Metric Depth Estimation

M2Depth, a novel self-supervised two-frame multi-camera metric depth estimation network, achieves state-of-the-art performance on surrounding depth estimation by constructing spatial-temporal cost volumes and integrating strong semantic priors.