If your goal is to have the system "learn" its own alignment during training:
To address misalignment—often caused by operations like convolution or interpolation that shift feature positions—you must first define the . misalignment
Identify if the misalignment is spatial (coordinate transforms), semantic (modality gaps), or temporal (frame registration). If your goal is to have the system
Minimize the distance between a reconstructed input (from the latent vector) and the original input during the training phase. semantic (modality gaps)
Use an encoder to map inputs to latent variables.