Irene Cheng, PhD

Program Director, Faculty of Science - MSc Multimedia

Contact

Program Director, Faculty of Science - MSc Multimedia
Email
locheng@ualberta.ca

Overview

Area of Study / Keywords

Human perception and intelligence in multimedia computing Multimedia data science Healthcare Signal analysis Adaptive learning


About

Education

  • Post Doc, Computer and Information Science (CIS), University of Pennsylvania, 2007
  • Ph.D., Computing Science, University of Alberta, 2005
  • M.Sc., Computing Science, University of Alberta, 1999
  • B.Sc., Computing Science, University of Alberta, 1996

Additional Positions

  • Scientific Director, Multimedia Research Centre 
  • Director, Masters with Specialization in Multimedia Program website: http://mmgrad.org/
  • Adjunct Professor, Computing Science
  • Research Affiliate, Glenrose Rehabilitation Hospital
  • NSERC Computer Science Evaluation Group committee member

Research

Personal website

Multimedia Research Group: http://crome.cs.ualberta.ca/mrc/

Areas

Human Perception in Data Science

Multimedia Graphics & Visualization

Computer Vision, Pattern Recognition and Multimedia Communications

Interests

My research interests include multimedia data transmission and Quality of Experience (QoE), mesh simplification and Levels-of-Detail, 3DTV, 3D textured mesh visualization, image processing and adaptive learning/assessment. I introduced the concept of Just-Noticeable-Difference (JND) and Relative Change on 3D TexMesh in the scale-space domain - validated following psychophysical two-alternative-choice methodology.

Summary

My research focus is on the analysis of multimedia patterns and their human perceptual impacts on real-world applications, e.g., animation, education, surveillance and healthcare. My techniques are built upon mathematical formulations like Random-Walks, Set Partitioning in Hierarchical Tree (SPIHT), Conditional Random Field (CRF), Scale-Space Filtering and Just-Noticeable-Difference (JND). Projects include: Improved automatic multi-exposure image fusion and correspondence; introduced perceptually enhanced techniques for automatic segmentation using visual cues and for enhancing medical or photographic image quality; motion capture data compression and transmission; multi-object tracking. The Computer Reinforced Online Multimedia Education (CROME) framework, which focused on adaptive learning/assessment, was designed and prototyped during the period from 2006-2012. More recent research is focused on Intelligent Analysis of Signal Decomposition and Aggregation in different application domains, which include satellite signal (InSAR) filtering and coherence estimation, LiDAR point cloud modelling, Parkinson's Disease progress tracking, vital sign pattern recognition and pressure injury monitoring.

Announcements

The MSc with Specialization in Multimedia Program provides students opportunities to work on practical applied projects with industries, and provides companies with skillful & knowledgeable students to participate in company projects. Visit http://www.mmgrad.org for detail.

Scholarly Activities

Other - Advisory Board Member

Started: 2019

Alberta Artificial Intelligence Association (Alberta AI)


Research - Associate Editor

2015 - 2018

IEEE SMC Transactions on Human-Machine Systems


Research - Chair

2009 - 2011

IEEE Northern Canada Section, Engineering in Medicine and Biological Science (EMBS) Chapter 


Research - Committee Member

2020 - 2023

NSERC DG Computer Science Evaluation Group 


Research - Committee Member

2011 - 2019

IEEE ICME Steering Committee


Research - Director of the Review Editorial Board/ Chair of the Interest Group on Quality of Experience

2010 - 2014

IEEE Communication Society, Multimedia Communication Technical Committee (MMTC)


Research - General Chair (2011)/ Technical Chair (2013)

IEEE International Conference on Multimedia (ICME)


Research - IEEE SMC 2017 Technical Program Chair

Research - Mitacs College of Reviewers

Started: 2010

Mathematics of Info Tech & Complex Systems, Accelerate Program


Admin - VP, Board of Directors

2017 - 2020

Norwood Chinese Education Association

Publications

Marker-less 3d Object Recognition and 6d Pose Estimation for Homogeneous Textureless Objects: an RGB-D Approach
Author(s): N. Hajari, Gabriel Lugo Bustillo, Harsh Sharma, Irene Cheng
Publication Date: 9/7/2020
Publication: MDPI Sensor, 2020 Sep. 20(18),
Volume: 20
Issue: 18
External Link: https://www.mdpi.com/1424-8220/20/18/5098
An Unsupervised Generative Neural Approach for InSAR Phase Filtering and Coherence Estimation
Author(s): S. Mukherjee, A. Zimmer, X.Y. Sun, P. Ghuman, I. Cheng
Publication Date: 7/31/2020
Publication: IEEE Geoscience and Remote Sensing Letters
Page Numbers: 1-5
External Link: https://ieeexplore.ieee.org/document/9153855
DeepInSAR: A Deep Learning Framework for SAR Interferometric Phase Restoration and Coherence Estimation
Author(s): X.Y. Sun, A. Zimmer, S. Mukherjee, Navaneeth KK, P. Ghuman, I. Cheng
Publication Date: 7/21/2020
Publication: MDPI Remote Sensing
Volume: 12
Issue: 14
Page Numbers: 2340
External Link: https://www.mdpi.com/2072-4292/12/14/2340
A color intensity invariant low-level feature optimization framework for image quality assessment
Author(s): Navaneeth Kamballur Kottayil, I. Cheng, Frederic Dufaux and A. Basu
Publication: Springer - Signal, Image and Video Processing
Page Numbers: 1-8
External Link: http://link.springer.com/article/10.1007/s11760-016-0873-x
A Multi-Sensor Technique for Gesture Recognition through Intelligent Skeletal Pose Analysis
Author(s): N. Rossol, I. Cheng and A. Basu
Publication: IEEE Transactions on Human-Machine Systems
Volume: 46
Issue: 3
Page Numbers: 1-10

Adaptive Online Transmission of 3D TexMesh Using Scale-space and Visual Perception Analysis
Author(s): I. Cheng and P. Boulanger
Publication: IEEE Transactions on Multimedia
Volume: 8
Issue: 3
Page Numbers: 550-563

Generalized Random Walks for Fusion of Multi-Exposure Images
Author(s): R. Shen, I. Cheng, J. Shi and A. Basu
Publication: IEEE Transactions on Image Processing
Volume: 20
Issue: 12
Page Numbers: 3634-3646

Image Registration based on Stochastic Graph Perturbation
Author(s): C. Leng, W. Xu, I. Cheng and A. Basu
Publication: IEEE Transactions on Image Processing
Volume: 24
Issue: 12
Page Numbers: 4862-4875

Perceptually Coded Transmission for Arbitrary 3D Objects over Burst Packet Loss Channels and a Generic JND Formulation
Author(s): I. Cheng, L. Ying and A. Basu
Publication: IEEE Journal on Selected Areas in Communications
Volume: 30
Issue: 7
Page Numbers: 1184-1192

Stochastic process for white matter injury detection in preterm neonates
Author(s): I. Cheng, Steven P. Miller, Emma G. Duerden, Kaiyu Sun, Vann Chau, Elysia Adams, Kenneth J. Poskitt, Helen M. Branson, Anup Basu
Publication: Elsevier Journal NeuroImage: Clinical
Volume: 7
Page Numbers: 622-630
External Link: http://www.sciencedirect.com/science/article/pii/S2213158215000339