Jia Zheng | Manycore Tech Inc.

About Me

I am a Research Engineer at Manycore Tech Inc., where I work closely with Dr. Zihan Zhou. My research interests focus on spatial intelligence, encompassing both spatial understanding and spatial generation in applications in AI systems.

I obtained my Master’s degree from ShanghaiTech University (A newly established university in 2013) and University of Chinese Academy of Sciences. Before that, I received my Bachelor’s degree from Northwestern Polytechnical University. During my graduate studies at ShanghaiTech, I was fortunate to be supervised by Dr. Shenghua Gao and Dr. Yi Ma.

I am actively looking for self-motivated interns who are passionate about advancing the frontiers of spatial intelligence. If you’re interested in working on innovative AI research and share this vision, feel free to reach out via email.

Publications

SpatialLM: Training Large Language Models for Structured Indoor Modeling

Yongsen Mao^*, Junhao Zhong^*, Chuan Fang, Jia Zheng, Rui Tang, Hao Zhu, Ping Tan, Zihan Zhou

arXiv preprint, 2025

PDF Project Page

From 2D CAD Drawings to 3D Parametric Models: A Vision-Language Approach

Xilin Wang^*, Jia Zheng^*, Yuanchao Hu, Hao Zhu, Yu Qian, Zihan Zhou

AAAI Conference on Artificial Intelligence, 2025

PDF Project Page

PlankAssembly: Robust 3D Reconstruction from Three Orthographic Views with Learnt Shape Programs

Wentao Hu^*, Jia Zheng^*, Zixin Zhang^*, Xiaojun Yuan, Jian Yin, Zihan Zhou

IEEE/CVF International Conference on Computer Vision, 2023

PDF Code Project Page

Deep Learning Assisted Optimization for 3D Reconstruction from Single 2D Line Drawings

Jia Zheng, Yifan Zhu, Kehan Wang, Qiang Zou, Zihan Zhou

arXiv preprint, 2022

PDF Project Page

MINERVAS: Massive INterior EnviRonments VirtuAl Synthesis

Haocheng Ren^*, Hao Zhang^*, Jia Zheng, Jiaxiang Zheng, Rui Tang, Yuchi Huo, Hujun Bao, Rui Wang

Computer Graphics Forum (Special Issue of Pacific Graphics), 2022

PDF Project Page

Neural Face Identification in a 2D Wireframe Projection of a Manifold Object

Kehan Wang, Jia Zheng, Zihan Zhou

IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

PDF Code Project Page

Learning to Reconstruct 3D Non-Cuboid Room Layout from a Single RGB Image

Cheng Yang^*, Jia Zheng^*, Xili Dai, Rui Tang, Yi Ma, Xiaojun Yuan

IEEE/CVF Winter Conference on Applications of Computer Vision, 2022

PDF Code

Structured3D: A Large Photo-realistic Dataset for Structured 3D Modeling

Jia Zheng^*, Junfei Zhang^*, Jing Li, Rui Tang, Shenghua Gao, Zihan Zhou

European Conference on Computer Vision, 2020

PDF Code Project Page

PPGNet: Learning Point-Pair Graph for Line Segment Detection

Ziheng Zhang^*, Zhengxin Li^*, Ning Bi, Jia Zheng, Jinlei Wang, Kun Huang, Weixin Luo, Yanyu Xu, Shenghua Gao

IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2019

PDF Code

Single-Image Piece-wise Planar 3D Reconstruction via Associative Embedding

Zehao Yu^*, Jia Zheng^*, Dongze Lian, Zihan Zhou, Shenghua Gao

IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2019

PDF Code

Projects

KoolCogVideoX

A specialized version of CogVideoX text-to-video model, fine-tuned for enhanced performance in generating realistic and stylistically accurate interior design videos

Model