OmniShotCut treats shot boundary detection as structured relational prediction via a shot-query Transformer, uses fully synthetic transitions for training data, and releases OmniShotCutBench for evaluation.
arXiv preprint arXiv:2405.07425 (2024)
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SketchKeyAnime generates structurally controllable and temporally coherent animations from a reference image and sparse key sketches via dual-branch conditioning, Sketch Cross Attention, and adaptive loss, outperforming baselines with 31.9% EDMD and 9.5% FVD reductions on Sakuga-42M.
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OmniShotCut: Holistic Relational Shot Boundary Detection with Shot-Query Transformer
OmniShotCut treats shot boundary detection as structured relational prediction via a shot-query Transformer, uses fully synthetic transitions for training data, and releases OmniShotCutBench for evaluation.
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SketchKeyAnime: Reference-anchored Sparse Key-Sketch Animation Synthesis
SketchKeyAnime generates structurally controllable and temporally coherent animations from a reference image and sparse key sketches via dual-branch conditioning, Sketch Cross Attention, and adaptive loss, outperforming baselines with 31.9% EDMD and 9.5% FVD reductions on Sakuga-42M.