Large Scale Diffusion Model

Large-scale diffusion models are transforming generative AI, achieving remarkable results in image and video synthesis, text-to-speech, and even 3D scene completion. Current research focuses on improving efficiency and scalability, including developing training-free methods, progressive high-resolution synthesis techniques, and adapting diffusion models for specific tasks like object manipulation in videos and style transfer without retraining. These advancements are significantly impacting various fields, from product design and marketing to robotics and compressed sensing, by enabling high-fidelity generation and manipulation of diverse data modalities with reduced computational costs.