SharpDepth: Sharpening Metric Depth Predictions Using Diffusion Distillation

Figure 1. We present SharpDepth, a diffusion-based depth model for refining metric depth estimators, e.g., UniDepth [31], without relying on ground-truth depth data. Our method can recover sharp details in thin structures and improve overall point cloud quality.