2026
LAMIC: Layout-Aware Multi-Image Composition via Scalability of Multimodal Diffusion Transformer
AAAI 2026technical
In controllable image synthesis, generating coherent and consistent images from multiple references with spatial layout awareness remains an open challenge. We propose LAMIC, a Layout-Aware Multi-Image Composition framework that, for the first time, extends single-reference diffusion models to multi