Junying Zhang

StructMAR: Structure-Aware Masked Autoregression for Explicit Layout Alignment in Text-to-Image Generation

Text-to-image generation is widely used, but many applications require strict instance-level layout alignment. Masked Autoregressive (MAR) models on continuous latents are efficient and high-fidelity, yet flattening 2D latents into 1D sequences weakens spatial topology and hinders precise control. W…