Li Cheng

Orcid: 0000-0003-3261-3533

Affiliations:
  • University of Alberta, Edmonton, Canada
  • A*STAR, Bioinformatics Institute, Singapore (former)
  • Toyota Technological Institute Chicago, IL, USA (former)
  • National ICT Australia, Australia (former)
  • Australian National University, Canberra, Australia (former)
  • University of Alberta, Department of Computing Science, Edmonton, AB, Canada. (PhD)


According to our database1, Li Cheng authored at least 118 papers between 2002 and 2024.

Collaborative distances:

Timeline

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Bibliography

2024
Realistic Depth Image Synthesis for 3D Hand Pose Estimation.
IEEE Trans. Multim., 2024

2023
Snipper: A Spatiotemporal Transformer for Simultaneous Multi-Person 3D Pose Estimation Tracking and Forecasting on a Video Snippet.
IEEE Trans. Circuits Syst. Video Technol., September, 2023

Special issue on human-centric intelligent multimedia understanding.
Multim. Syst., April, 2023

Delving into Calibrated Depth for Accurate RGB-D Salient Object Detection.
Int. J. Comput. Vis., April, 2023

Human Pose and Shape Estimation From Single Polarization Images.
IEEE Trans. Multim., 2023

Investigating Pose Representations and Motion Contexts Modeling for 3D Motion Prediction.
IEEE Trans. Pattern Anal. Mach. Intell., 2023

Segment Anything Is Not Always Perfect: An Investigation of SAM on Different Real-world Applications.
CoRR, 2023

DVSOD: RGB-D Video Salient Object Detection.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

SemanticRT: A Large-Scale Dataset and Method for Robust Semantic Segmentation in Multispectral Images.
Proceedings of the 31st ACM International Conference on Multimedia, 2023

Multispectral Video Semantic Segmentation: A Benchmark Dataset and Baseline.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022
Stabilizing Training of Generative Adversarial Nets via Langevin Stein Variational Gradient Descent.
IEEE Trans. Neural Networks Learn. Syst., 2022

Deep Learning for Visual Tracking: A Comprehensive Survey.
IEEE Trans. Intell. Transp. Syst., 2022

DMRA: Depth-Induced Multi-Scale Recurrent Attention Network for RGB-D Saliency Detection.
IEEE Trans. Image Process., 2022

Least Squares Approximation via Sparse Subsampled Randomized Hadamard Transform.
IEEE Trans. Big Data, 2022

3D pose estimation and future motion prediction from 2D images.
Pattern Recognit., 2022

Action2video: Generating Videos of Human 3D Actions.
Int. J. Comput. Vis., 2022

TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts.
CoRR, 2022

Music-to-Dance Generation with Optimal Transport.
Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

Promoting Saliency From Depth: Deep Unsupervised RGB-D Saliency Detection.
Proceedings of the Tenth International Conference on Learning Representations, 2022

Object Wake-Up: 3D Object Rigging from a Single Image.
Proceedings of the Computer Vision - ECCV 2022, 2022

TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts.
Proceedings of the Computer Vision - ECCV 2022, 2022

Exploring Denoised Cross-video Contrast for Weakly-supervised Temporal Action Localization.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

Generating Diverse and Natural 3D Human Motions from Text.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

2021
SparseFusion: Dynamic Human Avatar Modeling From Sparse RGBD Images.
IEEE Trans. Multim., 2021

Human Pose and Shape Estimation from Single Polarization Images.
CoRR, 2021

Object Wake-up: 3-D Object Reconstruction, Animation, and in-situ Rendering from a Single Image.
CoRR, 2021

Unsupervised 3D Human Mesh Recovery from Noisy Point Clouds.
CoRR, 2021

EAGLE-Eye: Extreme-pose Action Grader using detaiL bird's-Eye view.
Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2021

Joint Semantic Mining for Weakly Supervised RGB-D Salient Object Detection.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Dual Learning Music Composition and Dance Choreography.
Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

EventHPE: Event-based 3D Human Pose and Shape Estimation.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

Learning Calibrated Medical Image Segmentation via Multi-Rater Agreement Modeling.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

Calibrated RGB-D Salient Object Detection.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

Enhancing Human Motion Assessment by Self-supervised Representation Learning.
Proceedings of the 32nd British Machine Vision Conference 2021, 2021

CHASE: Robust Visual Tracking via Cell-Level Differentiable Neural Architecture Search.
Proceedings of the 32nd British Machine Vision Conference 2021, 2021

2020
Improving retinal vessel segmentation with joint local loss by matting.
Pattern Recognit., 2020

Polarization Human Shape and Pose Dataset.
CoRR, 2020

Action2Motion: Conditioned Generation of 3D Human Motions.
Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

3D Human Shape Reconstruction from a Polarization Image.
Proceedings of the Computer Vision - ECCV 2020, 2020

The Eighth Visual Object Tracking VOT2020 Challenge Results.
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Proceedings of the Computer Vision - ECCV 2020 Workshops, 2020


FALCONS: FAst Learner-grader for CONtorted poses in Sports.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

COMET: Context-Aware IoU-Guided Network for Small Object Tracking.
Proceedings of the Computer Vision - ACCV 2020 - 15th Asian Conference on Computer Vision, Kyoto, Japan, November 30, 2020

2019
Supervised Segmentation of Un-Annotated Retinal Fundus Images by Synthesis.
IEEE Trans. Medical Imaging, 2019

Multivariate Regression with Gross Errors on Manifold-Valued Data.
IEEE Trans. Pattern Anal. Mach. Intell., 2019

Towards Natural and Accurate Future Motion Prediction of Humans and Animals.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

2018
Too Far to See? Not Really! - Pedestrian Detection With Scale-Aware Localization Policy.
IEEE Trans. Image Process., 2018

Transduction on Directed Graphs via Absorbing Random Walks.
IEEE Trans. Pattern Anal. Mach. Intell., 2018

Synthesizing retinal and neuronal images with generative adversarial nets.
Medical Image Anal., 2018

Correction to: Lie-X: Depth Image Based Articulated Object Pose Estimation, Tracking, and Action Recognition on Lie Groups.
Int. J. Comput. Vis., 2018

Multi-Modal Multi-Task Learning for Automatic Dietary Assessment.
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

2017
Fusion of Magnetic and Visual Sensors for Indoor Localization: Infrastructure-Free and More Effective.
IEEE Trans. Multim., 2017

Segment 2D and 3D Filaments by Learning Structured and Contextual Features.
IEEE Trans. Medical Imaging, 2017

Hand action detection from ego-centric depth sequences with error-correcting Hough transform.
Pattern Recognit., 2017

Pose Estimation from Line Correspondences: A Complete Analysis and a Series of Solutions.
IEEE Trans. Pattern Anal. Mach. Intell., 2017

Lie-X: Depth Image Based Articulated Object Pose Estimation, Tracking, and Action Recognition on Lie Groups.
Int. J. Comput. Vis., 2017

Synthesizing Filamentary Structured Images with GANs.
CoRR, 2017

Multivariate Regression with Grossly Corrupted Observations: A Robust Approach and its Applications.
CoRR, 2017

An Interval-Based Bayesian Generative Model for Human Complex Activity Recognition.
CoRR, 2017

Multiview and Multimodal Pervasive Indoor Localization.
Proceedings of the 2017 ACM on Multimedia Conference, 2017

2016
A Graph-Theoretical Approach for Tracing Filamentary Structures in Neuronal and Retinal Images.
IEEE Trans. Medical Imaging, 2016

Action Recognition in Still Images With Minimum Annotation Efforts.
IEEE Trans. Image Process., 2016

Incremental Regularized Least Squares for Dimensionality Reduction of Large-Scale Data.
SIAM J. Sci. Comput., 2016

Estimate Hand Poses Efficiently from Single Depth Images.
Int. J. Comput. Vis., 2016

Learning to Search on Manifolds for 3D Pose Estimation of Articulated Objects.
CoRR, 2016

Recognizing Complex Activities by a Probabilistic Interval-Based Model.
Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

2015
Integrated Foreground Segmentation and Boundary Matting for Live Videos.
IEEE Trans. Image Process., 2015

Mouse Pose Estimation From Depth Images.
CoRR, 2015

GHand: A GPU Algorithm for Realtime Hand Pose Estimation Using Depth Camera.
Proceedings of the 36th Annual Conference of the European Association for Computer Graphics, 2015

STOCS: An Efficient Self-Tuning Multiclass Classification Approach.
Proceedings of the Advances in Artificial Intelligence, 2015

Robust Multivariate Regression with Grossly Corrupted Observations and Its Application to Personality Prediction.
Proceedings of The 7th Asian Conference on Machine Learning, 2015

2014
Semi-supervised Domain Adaptation on Manifolds.
IEEE Trans. Neural Networks Learn. Syst., 2014

Recognizing flu-like symptoms from videos.
BMC Bioinform., 2014

Tracing retinal vessel trees by transductive inference.
BMC Bioinform., 2014

Tracing Retinal Blood Vessels by Matrix-Forest Theorem of Directed Graphs.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014

A random-forest random field approach for cellular image segmentation.
Proceedings of the IEEE 11th International Symposium on Biomedical Imaging, 2014

2013
Machine learning in motion analysis: New advances.
Image Vis. Comput., 2013

Exploiting Syntactic, Semantic, and Lexical Regularities in Language Modeling via Directed Markov Random Fields.
Comput. Intell., 2013

Finding Distinctive Shape Features for Automatic Hematoma Classification in Head CT Images from Traumatic Brain Injuries.
Proceedings of the 25th IEEE International Conference on Tools with Artificial Intelligence, 2013

Efficient Hand Pose Estimation from a Single Depth Image.
Proceedings of the IEEE International Conference on Computer Vision, 2013

2012
Structured learning of local features for human action classification and localization.
Image Vis. Comput., 2012

Integrating local action elements for action analysis.
Comput. Vis. Image Underst., 2012

Big-Five Personality Prediction Based on User Behaviors at Social Network Sites
CoRR, 2012

2011
Elastic Sequence Correlation for Human Action Analysis.
IEEE Trans. Image Process., 2011

Real-Time Discriminative Background Subtraction.
IEEE Trans. Image Process., 2011

Human Action Segmentation and Recognition Using Discriminative Semi-Markov Models.
Int. J. Comput. Vis., 2011

Discriminative Segmentation of Microscopic Cellular Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Incorporating estimated motion in real-time background subtraction.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

2010
Weakly Supervised Action Recognition Using Implicit Shape Models.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

Efficient Learning to Label Images.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

Implicit Motion-Shape Model: A generic approach for action matching.
Proceedings of the International Conference on Image Processing, 2010

Human Action Recognition from Boosted Pose Estimation.
Proceedings of the International Conference on Digital Image Computing: Techniques and Applications, 2010

Human Action Recognition and Localization in Video Using Structured Learning of Local Space-Time Features.
Proceedings of the Seventh IEEE International Conference on Advanced Video and Signal Based Surveillance, 2010

2009
Learning Graph Matching.
IEEE Trans. Pattern Anal. Mach. Intell., 2009

Learning-based multiview video coding.
Proceedings of the 2009 Picture Coding Symposium, 2009

Discriminative Maximum Margin Image Object Categorization with Exact Inference.
Proceedings of the Fifth International Conference on Image and Graphics, 2009

Realtime background subtraction from dynamic scenes.
Proceedings of the IEEE 12th International Conference on Computer Vision, ICCV 2009, Kyoto, Japan, September 27, 2009

Inference of the structural credit risk model using MLE.
Proceedings of the 2009 IEEE Symposium on Computational Intelligence for Financial Engineering, 2009

Human Body Articulation for Action Recognition in Video Sequences.
Proceedings of the Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance, 2009

2008
Real-time foreground segmentation on GPUs using local online learning and global graph cut optimization.
Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008

Soil Moisture Prediction with Feature Selection Using a Neural Network.
Proceedings of the International Conference on Digital Image Computing: Techniques and Applications, 2008

Discriminative human action segmentation and recognition using semi-Markov model.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

Consistent image analogies using semi-supervised learning.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

Prediction and Change Detection in Sequential Data for Interactive Applications.
Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, 2008

2007
Online Learning With Novelty Detection in Human-Guided Road Tracking.
IEEE Trans. Geosci. Remote. Sens., 2007

Bayesian stereo matching.
Comput. Vis. Image Underst., 2007

Learning to compress images and videos.
Proceedings of the Machine Learning, 2007

Learning Graph Matching.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

Knowledge Transfer in Semi-automatic Image Interpretation.
Proceedings of the Human-Computer Interaction. HCI Intelligent Multimodal Interaction Environments, 2007

2006
Component Optimization for Image Understanding: A Bayesian Approach.
IEEE Trans. Pattern Anal. Mach. Intell., 2006

implicit Online Learning with Kernels.
Proceedings of the Advances in Neural Information Processing Systems 19, 2006

Stochastic Analysis of Lexical and Semantic Enhanced Structural Language Model.
Proceedings of the Grammatical Inference: Algorithms and Applications, 2006

An Online Discriminative Approach to Background Subtraction.
Proceedings of the Advanced Video and Signal Based Surveillance, 2006

2005
Bayesian Image Understanding: From Images to Virtual Forests.
Int. J. Robotics Autom., 2005

Variational Bayesian image modelling.
Proceedings of the Machine Learning, 2005

2004
Forestry Scene Geometry Estimation Via Statistical Learning.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2004

2003
Doubly-MRF stereo matching.
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

2002
A Trainable Hierarchical Hidden Markov Tree Model for Color Image Annotation.
Proceedings of the 16th International Conference on Pattern Recognition, 2002


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