From Draft to Draft-Free: One-Step Video Object Removal via Privileged Distillation and Fast Planting
Video object removal is a fundamental yet challenging task in video editing. Despite recent progress, existing methods typically fall into two categories. Traditional approaches based on optical flow or attention mechanisms often introduce noticeable artifacts and yield unnatural results. In contrast, diffusion-based methods improve visual realism but demand multiple denoising steps, limiting their practicality. To address these issues, we propose From-Draft-to-Draft-Free (D2DF), a framework that distills the ability of transforming coarse drafts into refined videos into a one-step video gener
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- FuzzyOverlapping authors or contributors · 62%bytedance/deer-flow →
“Shared author/contributor keys: wang”
- FuzzyOverlapping authors or contributors · 62%ray-project/ray →
“Shared author/contributor keys: wang”
- FuzzySimilar title/name (fuzzy) · 59%Developer-Y/cs-video-courses →
“Fuzzy title match (0.73): “From Draft to Draft-Free: One-Step Video Object Removal via ” ≈ “Developer-Y/cs-video-courses””
- LinkedLinked via arxiv author · 85%Zizhao Chen →
“From Draft to Draft-Free: One-Step Video Object Removal via Privileged Distillation and Fast Planting”
- LinkedLinked via arxiv author · 85%Ping Wei →
“From Draft to Draft-Free: One-Step Video Object Removal via Privileged Distillation and Fast Planting”
- LinkedLinked via arxiv author · 85%Guang Dai →
“From Draft to Draft-Free: One-Step Video Object Removal via Privileged Distillation and Fast Planting”
- LinkedLinked via arxiv author · 85%Jingdong Wang →
“From Draft to Draft-Free: One-Step Video Object Removal via Privileged Distillation and Fast Planting”
- LinkedLinked via arxiv author · 85%Mengmeng Wang →
“From Draft to Draft-Free: One-Step Video Object Removal via Privileged Distillation and Fast Planting”