Before revision:  While classical registration methods can accurately align multi-modal image pairs , they solve a costly optimization problem for every new pairof images . Learning-based techniques are fast at test time, but can only register images of the specific anatomy and modalities they were trained on .
After revision:  While classical registration methods can accurately align multi-modal image pairs , they solve a costly optimization problem for every image pair . Learning-based techniques are fast at test time, but can only register images of the specific anatomy and modalities they were trained on .