In this fork of the original ControlNet repo, we evaluated the possibility of using lighter backbones for ControlNet model instead of Stable Diffusion encoder. Our ...

Compared with Siamese-Diffusion, the proposed approach slightly increases training memory usage due to the joint training of a teacher model, which provides stronger prior guidance for the student ...

Abstract: We present ControlNet, a neural network architecture to add spatial conditioning controls to large, pretrained text-to-image diffusion models. ControlNet locks the production-ready large ...

Abstract: I welcome you to the fourth issue of the IEEE Communications Surveys and Tutorials in 2021. This issue includes 23 papers covering different aspects of communication networks. In particular, ...