InstanceAssemble is a lightweight layout-to-image generation framework that supports precise spatial control, achieving state-of-the-art performance on both sparse and dense layouts. The model was introduced at the NeurIPS 2025 conference and introduced DenseLayout and Layout Grounding Score (LGS) for rigorous evaluation. InstanceAssemble is designed to provide a flexible and efficient solution for image generation tasks.