POCI-Diff: 3D-Layout Guided Diffusion for Controllable Synthetic Surveillance Data Generation
This work introduces POCI-Diff (Positioning Objects Consistently and Interactively), a framework that generates annotated synthetic scenes from explicit 3D bounding-box layouts with per-object semantic control and proposes a warping-free editing pipeline supporting object insertion, removal, and transformation via rege...
Andrea Rigo, Luca Stornaiuolo, Weijie Wang et al.
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