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Jiahui Lei 雷嘉晖

I'm a post-doc researcher at UC Berkeley working with Prof. Angjoo Kanazawa and Prof. Trevor Darrell.

Today I'm focusing on 4D Vision for Robotics.

Previously, I worked on 4D as well as equivariant neural networks.

I pursue inspiring, useful, and elegant research on hard problems.

I obtained my Ph.D (2020-2025) at University of Pennsylvania GRASP Lab advised by Prof. Kostas Daniilidis. I was a student researcher at Google DeepMind with Prof. Leo Guibas, and received my bachelor's degree (2016-2020) in Automation (Control Science) with ranking 1st/141, the class of 2020, Zhejiang University.

I'm open to collaborations and I'm always looking for working with strong interns. Feel free to drop me an email : )

Email: leijh [AT] berkeley [dot] edu  /  Google Scholar  /  Github

First/Corresponding Author Publications
MoMaps: Semantics-Aware Scene Motion Generation with Motion Maps

Jiahui Lei, Kyle Genova, George Kopanas, Noah Snavely, Leonidas Guibas
ICCV, 2025
Coming soon
DIMO: Diverse 3D Motion Generation for Arbitrary Objects

Linzhan Mou, Jiahui Lei, Chen Wang, Lingjie Liu, Kostas Daniilidis
(† corresonding author)
ICCV, 2025
Coming soon
MoSca: Dynamic Gaussian Fusion from Casual Videos via 4D Motion Scaffolds

Jiahui Lei, Yijia Weng, Adam W. Harley, Leonidas Guibas, Kostas Daniilidis
CVPR, 2025
project page / paper / arXiv / video / code
HDGS: Textured 2D Gaussian Splatting for Enhanced Scene Rendering

Yunzhou Song*, Heguang Lin*, Jiahui Lei, Lingjie Liu, Kostas Daniilidis
(* equal contribution; † corresonding author)
pre-print, 2024
project page / paper / video
GART: Gaussian Articulated Template Models

Jiahui Lei, Yufu Wang, Georgios Pavlakos, Lingjie Liu, Kostas Daniilidis
CVPR, 2024
project page / arXiv / video (YouTube) / video (Bilibili) / code
Track Everything Everywhere Fast and Robustly

Yunzhou Song*, Jiahui Lei*, Ziyun Wang, Lingjie Liu, Kostas Daniilidis
(* equal contribution)
ECCV, 2024
project page / arXiv / video (YouTube) / code
DynMF: Neural Motion Factorization for Real-time Dynamic View Synthesis with 3D Gaussian Splatting

Agelos Kratimenos, Jiahui Lei, Kostas Daniilidis († corresonding author)
ECCV, 2024
project page / arXiv
NAP: Neural 3D Articulation Prior

Jiahui Lei, Congyue Deng, Bokui Shen, Leonidas Guibas, Kostas Daniilidis
NeurIPS, 2023
project page / arXiv / video (YouTube) / code
Banana: Banach Fixed-Point Network for Pointcloud Segmentation with Inter-Part Equivariance

Congyue Deng*, Jiahui Lei*, Bokui Shen, Kostas Daniilidis, Leonidas Guibas (* equal contribution)
NeurIPS, 2023
project page / arXiv / video (YouTube)
EFEM: Equivariant Neural Field Expectation Maximization for 3D Object Segmentation Without Scene Supervision

Jiahui Lei, Congyue Deng, Karl Schmeckpeper, Leonidas Guibas, Kostas Daniilidis
CVPR, 2023
project page / dataset / arXiv / video (YouTube) / video (Bilibili) / code
CaDeX: Learning Canonical Deformation Coordinate Space for Dynamic Surface Representation via Neural Homeomorphism

Jiahui Lei, Kostas Daniilidis
CVPR, 2022
project page / arXiv / video (YouTube) / video (Bilibili) / code
Unified Fourier-based Kernel and Nonlinearity Design for Equivariant Networks on Homogeneous Spaces

Yinshuang Xu*, Jiahui Lei*, Edgar Dobriban, Kostas Daniilidis (* equal contribution)
ICML, 2022
paper
Pix2Surf: Learning Parametric 3D Surface Models of Objects from Images

Jiahui Lei, Srinath Sridhar, Paul Guerrero, Minhyuk Sung, Niloy Mitra, Leonidas Guibas
ECCV, 2020
project page / arXiv / video / code
Mentees

Yunzhou Song; Robo MS @UPenn --> now PhD @UPenn

Linzhan Mou; RA @UPenn --> now PhD @Princeton

Xuyi Meng; Robo MS @UPenn --> now PhD @Cornell

Agelos Kratimenos: PhD @UPenn

Zhuoyang Pan: CIS MS UPenn

Service

Reviewer: CVPR, ICCV, ECCV, SIGGRAPH, NeurIPS, ICLR, 3DV, BMVC, AAAI, Siggraph Asia, Euro Graphics, Pacific Graphics, IJCV .etc

Top Reviewers at NeurIPS24, Outstanding Reviewers at BMVC24

Organizer: 1st EquiVision Workshop at CVPR2024; 1st 4DVision Workship at CVPR2025; 2nd EquiVision Workshop at CVPR2025

Teaching

TA for CIS580 Fall22, CIS580 Spr22

Misc
I've been playing guitar since 2009, my main genre is Fingerstyle. (youtube link of my playing)

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