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Dongxia Liu

2 accepted papers

2026

Beyond Skeletons: Learning Animation Directly from Driving Videos with Same2X Training Strategy

ICLR 2026poster

Human image animation aims to generate a video from a static reference image, guided by pose information extracted from a driving video. Existing approaches often rely on pose estimators to extract intermediate representations, but such signals are prone to errors under occlusion or complex poses. B…

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2026

Omni-Effects: Unified and Spatially-Controllable Visual Effects Generation

AAAI 2026technical

Visual effects (VFX) are essential visual enhancements fundamental to modern cinematic production. Although video generation models offer cost-efficient solutions for VFX production, current methods are constrained by per-effect LoRA training, which limits generation to single effects. This fundamen

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