Image Synthesis under Limited Data: A Survey and Taxonomy

Image Synthesis Under Limited Data: A Survey Research Background and Problem Statement In recent years, deep generative models have achieved unprecedented progress in intelligent creation tasks, especially in areas such as image and video generation, and audio synthesis. However, the success of these models relies heavily on large amounts of traini...

LaVie: High-Quality Video Generation with Cascaded Latent Diffusion Models

LaVie: High-Quality Video Generation with Cascaded Latent Diffusion Models

High-Quality Video Generation with Cascaded Latent Diffusion Models: LaVie Academic Background In recent years, with the breakthrough progress of Diffusion Models (DMs) in the field of image generation, Text-to-Image (T2I) generation technology has achieved significant success. However, extending this technology to Text-to-Video (T2V) generation st...