About me

I am currently a Ph.D. candidate in the Department of Computer Science, National University of Singapore (NUS), supervised by Prof. Gim Hee Lee. I obtained my bachelor degree in Computer Science from Beihang University in 2021. Before entering NUS, I worked with Prof. Alan Yuille at Johns Hopkins University.

My research interests lie in 3D computer vision, especially in sequential 3D Reconstruction and Understanding, including Reconstruction (incremental neural implicit reconstruction), Assembly (sequential brick assembly), and Animation (articulated neural object reconstruction).

Advertisement: I have projects on 3D reconstruction open for cooperation with FYP/MCompo students in NUS. I am looking for academic discussions and collaborations. Feel free to drop me an email if you are interested in my research topics.

Publications

2023

• GNeSF: Generalizable Neural Semantic Fields

  Hanlin Chen, Chen Li, Mengqi Guo, Zhiwen Yan, Gim Hee Lee

  NeurIPS 2023

2022

• Incremental Neural Implicit Representation with Uncertainty-Filtered Knowledge Distillation

  Mengqi Guo, Chen Li, Hanlin Chen, Gim Hee Lee

  Arxiv 2022

• Learning Part Segmentation Through Unsupervised Domain Adaptation From Synthetic Vehicles

  Qing Liu, Adam Kortylewski, Zhishuai Zhang, Zizhang Li, Mengqi Guo, Qihao Liu, Xiaoding Yuan, Jiteng Mu, Weichao Qiu, Alan Yuille

  CVPR 2022 (Oral)

2020

• Unsupervised Part Discovery via Feature Alignment

  Mengqi Guo, Yutong Bai, Zhishuai Zhang, Adam Kortylewski, Alan Yuille

  Arxiv 2020