D^2-4DGS: Dual-Depth Guided Sparse-Camera 4D Gaussian Splatting
This work aligns monocular estimates with valid multi-view geometric depths and verify their consistency to identify reliable geometric anchors, which support consistency-aware pruning and depth supervision, and aligned mono-only estimates and RGB-D joint optimization improves appearance fidelity and geometric consistency under sparse-view supervision.