InstancePin: Instance-Addressable Layout-to-Image Diffusion via Coordinate Pinning

Chaoyue Wu, Yunfei Zhang, Si Wu

Layout-to-image diffusion models have achieved impressive semantic controllability by conditioning generation on category-level segmentation maps. However, such category-aligned co…