Deep Auto Match (DAM)

Date:

A two-stage deep learning framework for 6D pose estimation from single & dual-plane fluoroscopic images.

  • Stage 1: Initial pose regression
  • Stage 2: Differentiable rendering-based refinement
  • Geodesic rotation loss
  • Self-supervised alignment via image similarity (NCC)
  • Designed specifically for knee joint models