Diffusion models have pulled ahead of others in text-to-image generation. With continuous research in this field over the past year, we can now generate high-resolution, realistic images that are indistinguishable from authentic images.  However, with the increasing quality of the hyperrealistic images model, parameters are also escalating, and this trend results in high training and…

Recent advancements in video generation models have enabled the production of high-quality, realistic video clips. However, these models face challenges in scaling for large-scale, real-world applications due to the computational demands required for training and inference. Current commercial models like Sora, Runway Gen-3, and Movie Gen demand extensive resources, including thousands of GPUs and millions…