OmniShowcase: Omnidirectional Subject-Consistent Video Generation from Multi-View Images

Researchers have developed OmniShowcase, a method for generating omnidirectional, subject-consistent videos from multi-view images. The approach uses a fully automated data synthesis pipeline and a geometry-conditioning method that provides surface-normal maps reconstructed from reference views without requiring temporal alignment with generated frames.