Author

Jin-Sheng Quan

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Preprint Sep 2026

Bi-FlowGS: Bridging Generative View Completion and Gaussian Geometry through Bidirectional Flow Co-Refinement

Sparse-view 3D scene reconstruction with 3D Gaussian Splatting (3DGS) is inherently underconstrained. Plausible renderings can also coexist with erroneous Gaussian geometry, as errors in positions or depths may be concealed by opacity, scale, and appearance; we term this failure mode Geometry Cheating. Existing regular...

Yue-Tong Wang, Jin-Sheng Quan, Yi Yang et al. · 0 citations

Preprint Aug 2026

TransPhy: Visual In-Context Learning for Physically Grounded Image Editing

PhysVICL-74 is introduced, a framework that decomposes physically grounded VICL into physical-rule induction and transition-aligned rendering and TransPhy, a framework that decomposes physically grounded VICL into physical-rule induction and transition-aligned rendering.

Siyi Xie, Xuanke Shi, Jin-Sheng Quan et al. · 0 citations

Preprint Jul 2026

Vision as Unified Multimodal Generation

Experiments show that a single unified model can match leading task-specialized systems across structured visual understanding, dense geometric prediction, segmentation, and multi-view visual geometry.

Xiaoyang Han, Jianhua Li, Kewang Deng et al. · 1 citation