Yuzhou Liu

Biography

Yuzhou Liu is pusuring his Phd degree in the Institute of Automation, Chinese Academy of Sciences under the supervision of Professor Shuhan Shen since September, 2021. He also works closely with Dr. Lingjie Zhu and Professor Xiang Gao. Prior to that, he received the B.E. degree in the School of Electronic Information and Electrical Engineering from Shanghai JiaoTong University in 2021, ranking 2/61. His research interests lie in the area of computer vision, specifically focusing on 3D vision including 3D reconstruction, generative models, and multimodel understanding. Always feel free to contact me if you have any question or want to cooperate with me!

News

• [2026/02] Two papers (including a first-authored) get accepted by CVPR2026.
• [2025/06] We win the Building3D challenge in CVPR2025 Workshop on Urban Scene Modeling.
• [2025/02] A first-authored paper gets accepted by CVPR2025.
• [2025/01] A co-authored paper gets accepted by ICLR2025.
• [2024/12] A co-authored paper gets accepted by IEEE Geoscience and Remote Sensing Letters.
• [2024/07] A paper gets accepted in ECCV2024.
• [2024/06] We win the Building3D challenge in CVPR2024 Workshop on Urban Scene Modeling.
• [2023/01] A co-first authored paper gets accepted by ISPRS JPRS.

Selected Projects

* Equal Contribution  

♣ Generative Models

• [CVPR2026] BuildingGPT: Auto-Regressive Building Wireframe Reconstruction Model with Reinforcement Learning
  Yuzhou Liu, Lingjie Zhu, Hanqiao Ye, Yujun Liu, Shangfeng Huang, Xiang Gao, Ruisheng Wang, Shuhan Shen,
  in IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2026.
  [Code]

♠ 3D reconstruction

• [CVPR2026] PlanaReLoc: Camera Relocalization in 3D Planar Primitives via Region-based Structure Matching
  Hanqiao Ye, Yuzhou Liu, Yangdong Liu, Shuhan Shen,
  in IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2026.
  [Code]

• [CVPR2025 Highlight] BWFormer: Building Wireframe Reconstruction from airborne LiDAR point clouds with Transformer
  Yuzhou Liu, Lingjie Zhu, Hanqiao Ye, Shangfeng Huang, Xiang Gao, Xianwei Zheng, Shuhan Shen,
  Winner of the Building3D challenge in CVPR2024, CVPR2025 Workshop on Urban Scene Modeling.
  in IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025.
  [Code]

• [ICLR2025 Oral] NeuralPlane: Structured 3D Reconstruction in Planar Primitives with Neural Fields
  Hanqiao Ye, Yuzhou Liu, Yangdong Liu, Shuhan Shen,
  in International Conference on Learning Representations, 2025.
  [Code]

• [IEEE GRSL2024] BPN: Building Pointer Network for Satellite Imagery Building Contour Extraction
  Xiaodong Ma, Lingjie Zhu, Yuzhou Liu, Zexiao Xie, Xiang Gao, Shuhan Shen,
  in IEEE Geoscience and Remote Sensing Letters, 2025.

• [ECCV2024] PolyRoom: Room-aware Transformer for floorplan reconstruction
  Yuzhou Liu, Lingjie Zhu, Xiaodong Ma, Hanqiao Ye, Xiang Gao, Xianwei Zheng, Shuhan Shen,
  in European Conference on Computer Vision, 2024.
  [Code]

• [ISPRS JPRS2023] FloorUSG: Indoor Floorplan Reconstruction by Unifying 2D Semantics and 3D Geometry
  Jiali Han*, Yuzhou Liu*, Mengqi Rong, Xianwei Zheng, Shuhan Shen,
  in ISPRS Journal of Photogrammetry and Remote Sensing, 2023.
  [Paper]

Selected Awards

• 1st place in the Building3D challenge in CVPR2025 Workshop on Urban Scene Modeling.
• 1st place in the Building3D challenge in CVPR2024 Workshop on Urban Scene Modeling.
• Outstanding student of UCAS in 2023
• Outstanding Graduate of Shanghai in 2021
• Undergraduate scholarship of UCAS in 2020
• Shanghai JiaoTong University excellent scholarship in 2018, 2019, 2020
• Samsung Scholarship in 2019

Skills

• Natural Languages: Chinese (native), English (fluent, CET-4: 669, CET-6: 633)
• Programming language: C++, Python, Matlab
• Other skills and hobbies: Electronic organ (Level-9), Reading, Basketball, Football, Swimming

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