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LooseControlVideo introduces a framework for intuitive 3D spatial control in text-to-video generation using sparse oriented 3D boxes as proxies, achieving superior trajectory accuracy and occlusion handling. It fine-tunes a Wan 2.2 backbone and demonstrates significant improvements over existing methods on multiple benchmarks.
Reve 2.0 is a product that enables generating and editing 4K images with layout-based control.
Ideogram 4.0 is released as an open-weight model with layout control for generating design-ready images.