A feasible method to evaluate deformable image registration with deep learning–based segmentation

•A deformable registration evaluation method based on deep learning segmentation.•It reflects the registration accuracy in concerned areas quantitatively.•It reduced time-consuming comparing with conventional methods.•The decision criteria for each ROI were established by statistical information.