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
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.
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.