AI RESEARCH
Towards Holistic Modeling for Video Frame Interpolation with Auto-regressive Diffusion Transformers
arXiv CS.CV
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ArXi:2601.14959v2 Announce Type: replace Existing video frame interpolation (VFI) methods often adopt a frame-centric approach, processing videos as independent short segments (e.g., triplets), which leads to temporal inconsistencies and motion artifacts. To overcome this, we propose a holistic, video-centric paradigm named Local Diffusion Forcing for Video Frame Interpolation (LDF-VFI). Our framework is built upon an auto-regressive diffusion transformer that models the entire video sequence to ensure long-range temporal coherence.