GemDepth: Geometry-Embedded Features for 3D-Consistent Video Depth. - Yuecheng Liu; Junda Cheng; Longliang Liu; Wenjing Liao; Hanrui Cheng; Yuzhou Wang; Xin Yang (CoRR, 2026)