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Achieving pose-controllable object insertion with high visual fidelity, DIRECT redefines the boundaries of 2D image synthesis by integrating 3D manipulation.
Diffusion models can now capture nuanced semantic and material details in image stylization, moving beyond simple color-driven transformations, thanks to a Mixture of Experts architecture.
