Liangyan Gui
I am a Research Assistant Professor of Computer Science at UIUC , where I work on computer vision and machine learning, with a specific focus on predictive learning and self-supervised learning.
Before joining UIUC, I worked at Argo with Deva Ramanan . I was a Postdoc at CMU, working with José M.F. Moura . I finished my PhD at CMU , advised by José M.F. Moura , and my master and undergraduate degrees at Tsinghua University.
Email: lgui@illinois.edu /
Google Scholar
InterDiff: Forecasting 3D Human-Object Interaction with Physics-Informed Diffusion
Sirui Xu ,
Zhengyuan Li ,
Yu-Xiong Wang ,
Liang-Yan Gui
ICCV , 2023
project page
/
PDF
/
Code
DualCross: Cross-Modality Cross-Domain Adaptation for Monocular BEV Perception
Yunze Man ,
Liang-Yan Gui ,
Yu-Xiong Wang
IROS , 2023
project page
/
PDF
/
Code
Learning Lightweight Object Detectors via Progressive Knowledge Distillation
Shengcao Cao ,
Mengtian Li ,
James Hays ,
Deva Ramanan ,
Yu-Xiong Wang ,
Liang-Yan Gui
ICML , 2023
PDF
Stochastic Multi-Person 3D Motion Forecasting
Sirui Xu ,
Yu-Xiong Wang ,
Liang-Yan Gui
ICLR , 2023 (Notable Top 25%) project page
/
PDF
/
Code
SDFusion: Multimodal 3D Shape Completion, Reconstruction, and Generation
Yen-Chi Cheng , Hsin-Ying Lee , Sergey Tulyakov , Alex Schwing* ,
Liang-Yan Gui*
CVPR , 2023
project page
/
PDF
/
Code
BEV-Guided Multi-Modality Fusion for Driving Perception
Yunze Man ,
Liang-Yan Gui ,
Yu-Xiong Wang
CVPR , 2023
project page
/
PDF
/
Code
Contrastive Mean Teacher for Domain Adaptive Object Detectors
Shengcao Cao ,
Dhiraj Joshi ,
Liang-Yan Gui ,
Yu-Xiong Wang
CVPR , 2023
PDF
Diverse Human Motion Prediction Guided by Multi-Level Spatial-Temporal Anchors
Sirui Xu ,
Yu-Xiong Wang* ,
Liang-Yan Gui*
ECCV , 2022 (Oral) project page
/
PDF
/
Code
Joint Forecasting of Panoptic Segmentations with Difference Attention
Colin Graber ,
Cyril Jazra ,
Wenjie Luo ,
Liang-Yan Gui* ,
Alexander Schwing
CVPR , 2022 (Oral) PDF
/
Code
Adversarial Geometry-Aware Human Motion Prediction
Liang-Yan Gui* ,
Yu-Xiong Wang* ,
Xiaodan Liang ,
José M. F. Moura
ECCV , 2018 (Oral) PDF
Few-Shot Human Motion Prediction via Meta-Learning
Liang-Yan Gui* ,
Yu-Xiong Wang ,
Deva Ramanan ,
José M. F. Moura
ECCV , 2018
PDF
Teaching Robots to Predict Human Motion
Liang-Yan Gui ,
Kevin Zhang ,
Yu-Xiong Wang ,
Xiaodan Liang ,
José M. F. Moura
Manuela Veloso
IROS , 2018 (Oral) PDF
Geodesic distance on a Grassmannian for monitoring the progression of Alzheimer's Disease
Liang-Yan Gui ,
Xiaoying Tang ,
José M. F. Moura
NeuroImage , 2017
PDF
High-Assurance SPIRAL: End-to-End Guarantees for Robot and Car Control
Franz Franchetti ,
Tze Meng Low ,
Stefan Mitsch ,
Juan Paolo Mendoza ,
Liang-Yan Gui ,
Amarin Phaosawasdi ,
David Padua ,
Soummya Kar ,
José M. F. Moura ,
Mike Franusich ,
André Platzer ,
Jeremy Johnson ,
Manuela Veloso
IEEE Control Systems Magazine , 2016
PDF
Fall 2022, Machine Learning (CS 446/ECE 449);
