Character image animation, which generates high-quality videos from a reference image
and target pose sequence, has seen significant progress in recent years. However, most …

Diffusion models revolutionize image generation by leveraging natural language to guide
the creation of multimedia content. Despite significant advancements in such generative …

Diffusion models have been recognized for their ability to generate images that are not only
visually appealing but also of high artistic quality. As a result, Layout-to-Image (L2I) …

Although text-to-image (T2I) models exhibit remarkable generation capabilities, they
frequently fail to accurately bind semantically related objects or attributes in the input …

The image-to-video (I2V) generation is conditioned on the static image, which has been
enhanced recently by the motion intensity as an additional control signal. These motion …

Text serves as the key control signal in video generation due to its narrative nature. To
render text descriptions into video clips, current video diffusion models borrow features from …

Despite the rapid advancements in text-to-image (T2I) synthesis, enabling precise visual
control remains a significant challenge. Existing works attempted to incorporate multi-facet …

Text-to-Image diffusion models have shown remarkable capabilities in generating high-
quality images. However, current models often struggle to adhere to the complete set of …