I am Xingjian Ran (ๅ†‰่กŒๅฅ). I am a Ph.D. student at the Institute of Data Science, The University of Hong Kong (HKU IDS), under the supervision of Prof. Bo Dai. I received my B.Eng. from the University of Electronic Science and Technology of China (UESTC). My research focuses on 3D/scene generation and spatial intelligence. I am always open to collaboration. Feel free to contact me if you are interested in working together!

๐Ÿ”ฅ News

  • 2026: Pair2Scene accepted to ICML 2026.
  • 2025: โ€œDirect Numerical Layout Generation for 3D Indoor Scene Synthesis via Spatial Reasoningโ€ accepted to NeurIPS 2025.
  • 2025: Proc-GS accepted to CVPR Workshop 2025.
  • 2024: GALA3D accepted to ICML 2024.

๐Ÿ“ Publications

ICML 2026
sym

Pair2Scene: Learning Local Object Relations for Procedural Scene Generation

Xingjian Ran, Shujie Zhang, Weipeng Zhong, Li Luo, Bo Dai

Project

  • Procedural scene generation through learning local object relationships and physical simulation.
NeurIPS 2025
sym

Direct Numerical Layout Generation for 3D Indoor Scene Synthesis via Spatial Reasoning

Xingjian Ran, Yixuan Li, Linning Xu, Mulin Yu, Bo Dai

Project

  • Spatial reasoning-based approach for generating 3D indoor scene layouts directly from numerical representations.
CVPRW 2025
sym

Proc-GS: Procedural Building Generation for City Assembly with 3D Gaussians

Yixuan Li, Xingjian Ran, Linning Xu, Tao Lu, Mulin Yu, Zhenzhi Wang, Yuanbo Xiangli, Dahua Lin, Bo Dai

Project

  • Procedural 3D building generation using Gaussian splatting for large-scale city assembly.
ICML 2024
sym

GALA3D: Towards Text-to-3D Complex Scene Generation via Layout-guided Generative Gaussian Splatting

Xiaoyu Zhou, Xingjian Ran, Xiong Yajiao, Jinlin He, Zhiwei Lin, Yongtao Wang, Deqing Sun, Ming-Hsuan Yang

Project

  • Text-to-3D generation framework leveraging layout guidance and Gaussian splatting for complex scenes.

๐ŸŽ– Honors and Awards

  • 2021โ€“2022 - National Scholarship (top 0.2%)
  • 2022โ€“2023 - National Scholarship (top 0.2%)
  • 2024 - CCF Elite Collegiate Award (101 nationwide)
  • 2021-2024 - Outstanding Students Scholarship
  • 2025 - Outstanding Graduate
  • 2025-2029 - Postgraduate Scholarship

๐Ÿ“– Educations

  • 2025.09 โ€“ Present, The University of Hong Kong Ph.D.
  • 2021.09 โ€“ 2025.06, University of Electronic Science and Technology of China B.Eng. - Rank: 1/100

๐Ÿ’ป Internships