V-Express
Discover a sophisticated approach to portrait video generation that harmonizes weak and strong control signals like text, audio, images, and poses. This technique uses conditional dropout to refine generative models, facilitating progressive training for optimizing weaker signals such as audio, thus ensuring precise video synthesis control. It's particularly suited for applications demanding mixed signal inputs, enhancing convergence and quality in portrait generation. Learn about innovations including memory-efficient extensions for longer videos and advanced post-processing to reduce flickering. V-Express efficiently integrates diverse signal controls for exemplary video generation.