Apparatus and methods for synthetizing medical images

An apparatus for synthetizing medical images, wherein

• the apparatus comprises:
• at least a processor;
• and
• a memory communicatively connected to the at least a processor, wherein the memory contains instructions configuring the at least a processor to:
• receive a heart model related to a patient's heart;
• identify a region of interest within the heart model, wherein identifying the region of interest comprises:
• locating at least a point of view on the heart model;
• and
• determining a view angle corresponding to the at least a point of view, wherein the at least a point of view and the corresponding view angle define at least one field of view that includes at least a portion of the heart model;
• and
• generate at least a medical image as a function of the region of interest using an image generator, wherein the at least a medical image captures an anatomical structure of the at least a portion of the heart model, wherein the medical image comprises a real-time visualization of cardiac anatomy, wherein the image generator comprises a generative model comprising at least a variational autoencoder configured to allow data sample generation to be applied in a training of the image generator.