The application discloses a kind of based on deformation
adaptation multi-
modal image registration method,
system and
computer equipment, comprising: acquisition multiple multi-
modal images and carries out gray
standardization, constructs diversified registration dataset;Build registration
network model including
pyramid coding module, deformation self-adapting module, cross-
modal interaction module and registration parameter
estimation module;
Image pair is sequentially input into the above module, respectively extract basic
feature mapping, deformation
feature mapping and interactive enhanced
feature mapping, finally output estimated conversion parameter matrix;Through preset
loss function supervision training process, select optimal
network parameter, obtain trained registration model;When practical application, the
image pair to be registered is input into trained model, obtains conversion parameter matrix and completes
image registration.Can effectively improve multi-modal
image registration performance, especially in the case of severe
geometric distortion and significant modal difference, still have good robustness and adaptability.