2 papers
cs.CV2026
Last-Layer-Centric Feature Recombination: Unleashing 3D Geometric Knowledge in DINOv3 for Monocular Depth Estimation
Gongshu Wang, Zhirui Wang, Kan Yang
Monocular depth estimation (MDE) is a fundamental yet inherently ill-posed task. Recent vision foundation models (VFMs), particularly DINO-based transformers, have significantly im…
cs.CV2025
WEDepth: Efficient Adaptation of World Knowledge for Monocular Depth Estimation
Gongshu Wang, Zhirui Wang, Kan Yang
Monocular depth estimation (MDE) has widely applicable but remains highly challenging due to the inherently ill-posed nature of reconstructing 3D scenes from single 2D images. Mode…