The encoder of VariLens. This module processes a batch of 5-band HSC images, each measuring 70 × 70 pixels, and compresses them into a latent representation of 64 dimensions. The batch size is flexible, with “None” meaning it can adapt based on user specifications. The leftmost column in the architecture diagram denotes the custom label and layer type, as defined by the TensorFlow deep learning framework.