Yu-Zhou Ji

WithinVAE: Compact Visual Autoencoding with Self-Distilled Semantics

Visual autoencoders must balance reconstruction fidelity, compactness, and semantic structure. Existing semantic tokenizers typically inherit semantics from pretrained recognition encoders, whose invariances can discard the appearance detail required for inversion. We show that this inheritance is unnecessary: semantic...