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Zheng-Kai Zhao

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Preprint Oct 2026

ControlFlow3D: Distilling Multi-View Knowledge into Latent Flow Matching for Point Cloud Upsampling

Point cloud upsampling is essential for 3D applications but remains challenging due to sparse, under-constrained observations. Multi-view images can resolve geometric ambiguity, but existing multi-modal methods do not fully exploit visual cues. We propose ControlFlow3D, a framework that distills knowledge from pretrain...

Yuang Liu, Zhi Zuo, Zheng-Kai Zhao et al. · 0 citations
Preprint Aug 2026

MultiCompose: Multi-Concept Personalized Composition with Per-Subject Attribute Binding

MultiCompose is presented, a composition framework that decouples per-concept personalization from multi-subject inference and MSP-Bench is introduced, a benchmark that jointly evaluates identity fidelity, attribute binding accuracy, and attribute misalignment through a dual-pathway protocol.

Ruirui Zhang, Zhengkai Zhao, Pan Gao · 0 citations

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