TrajLoc enforces per-object trajectory constraints in I2V generation via attention-layer Gaussian heatmap substitution, yielding +4.3 dB PSNR and 51% lower endpoint error on datasets with up to 20 objects across two backbones.
Peekaboo: Interactive video generation via masked-diffusion
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cs.CV 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
A training-free pipeline reconstructs 3D scenes from single images, applies physics simulation, and uses Consistency-Guided Flow SDE to steer an off-the-shelf image-to-video model for physically plausible video output.
citing papers explorer
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TrajLoc: Trajectory-Attention Localization for Multi-Object Motion Control
TrajLoc enforces per-object trajectory constraints in I2V generation via attention-layer Gaussian heatmap substitution, yielding +4.3 dB PSNR and 51% lower endpoint error on datasets with up to 20 objects across two backbones.
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3DPhysVideo: Consistency-Guided Flow SDE for Video Generation via 3D Scene Reconstruction and Physical Simulation
A training-free pipeline reconstructs 3D scenes from single images, applies physics simulation, and uses Consistency-Guided Flow SDE to steer an off-the-shelf image-to-video model for physically plausible video output.