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cs.CV2025

FantasyHSI: Video-Generation-Centric 4D Human Synthesis In Any Scene through A Graph-based Multi-Agent Framework

Lingzhou Mu, Qiang Wang, Fan Jiang +4

Human-Scene Interaction (HSI) seeks to generate realistic human behaviors within complex environments, yet it faces significant challenges in handling long-horizon, high-level task…

cs.CV2025

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation

MengChao Wang, Qiang Wang, Fan Jiang +1

Recent advances in audio-driven portrait animation have demonstrated impressive capabilities. However, existing methods struggle to align with fine-grained human preferences across…

cs.CV2025

FantasyPortrait: Enhancing Multi-Character Portrait Animation with Expression-Augmented Diffusion Transformers

Qiang Wang, Mengchao Wang, Fan Jiang +3

Producing expressive facial animations from static images is a challenging task. Prior methods relying on explicit geometric priors (e.g., facial landmarks or 3DMM) often suffer fr…

cs.CV2025

FantasyTalking: Realistic Talking Portrait Generation via Coherent Motion Synthesis

Mengchao Wang, Qiang Wang, Fan Jiang +5

Creating a realistic animatable avatar from a single static portrait remains challenging. Existing approaches often struggle to capture subtle facial expressions, the associated gl…

cs.CV2024

Controllable Longer Image Animation with Diffusion Models

Qiang Wang, Minghua Liu, Junjun Hu +2

Generating realistic animated videos from static images is an important area of research in computer vision. Methods based on physical simulation and motion prediction have achieve…