Efficient One-step Pose Estimation for Novel Objects via NeRF and Feature Matching

An efficient NeRF-based pose estimation method is proposed that combines image matching and NeRF to directly solve the pose in one step, avoiding the need for hundreds of optimization steps and overcoming issues with local minima.