Author

Shuai-Ying Hou

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#small language model Preprint Oct 2026

Lens3D: Target-Conditioned Visual Foveation for Fine-Grained 3D Understanding

Experiments demonstrate that LensDistill substantially improves fine-grained object captioning while preserving existing grounding and scene-level QA performance, and establish the feasibility of transferring externally acquired fine-grained knowledge into native 3D LLMs.

Jun-Ming Huang, Zi-Ni Chen, Shuai-Ying Hou et al. · 0 citations

Sep 2026

Depth-Adaptive Injection for Stylized Text-to-Motion.

Discrete text-to-motion generation models are powerful tools for synthesizing diverse human motions, yet endowing them with controllable, high-fidelity stylistic variations remains challenging. Direct retraining or fine-tuning these models often disrupts the fragile discrete token distributions learned by masked genera...

Shuai-Ying Hou, Hong-Yu Tao, Jun-Jie Gao et al. · IEEE Transactions on Visuali... · 0 citations