Author

Zheng-Kai Zhao

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Preprint Oct 2026

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

ControlFlow3D is proposed, a framework that distills knowledge from pretrained foundation models into a lightweight generation network during training, enabling strong performance without multi-view images available at test time, and performs conditional flow matching in a structured latent space defined by a frozen 3D...

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

Jul 2026

GrainGS: Gradient-Decoupled Gaussian Splatting for Efficient Dynamic Novel View Synthesis

GrainGS is a dynamic Gaussian framework that combines a hierarchical anchor scaffold with per-Gaussian deformation that achieves high reconstruction quality, real-time novel view synthesis, and compact storage.

Jiahao He, Yi-Hua Shao, Zhengkai Zhao et al. · arXiv.org · 0 citations