Work with Kayvan Najarian | NotedSource
Professor of Comp Med and Bioinf, Emergency Med, and
Electrical and Comp Engineering
https://cv.notedsource.io/me/EOLDGMGL
Kayvan Najarian
Professor of Comp Med and Bioinf, Emergency Med, and Electrical and Comp Engineering
Research Expertise
biomedical inforamtics
bioinformatics
singal processing
image processing
machine learning
Artificial Intelligence
Molecular Biology
Information Systems
Computer Science Applications
Pharmacology
Genetics
Molecular Medicine
Health Informatics
Radiology, Nuclear Medicine and imaging
Surgery
Computer Graphics and Computer-Aided Design
Computer Vision and Pattern Recognition
Biomedical Engineering
Theoretical Computer Science
Signal Processing
Health Policy
Health Information Management
Electrical and Electronic Engineering
Applied Mathematics
Modeling and Simulation
Gastroenterology
Hardware and Architecture
Software
Anesthesiology and Pain Medicine
Computer Networks and Communications
Media Technology
Cancer Research
Oncology
Cell Biology
Biochemistry
Biotechnology
Metals and Alloys
Surfaces, Coatings and Films
Condensed Matter Physics
Instrumentation
Electronic, Optical and Magnetic Materials
Physiology (medical)
Physiology
Biophysics
Critical Care and Intensive Care Medicine
Clinical Biochemistry
Library and Information Sciences
Control and Systems Engineering
Orthodontics
Legacy Map
Full ViewPublications
Big Data Analytics in Healthcare
BioMed Research International
2015
Signals and Biomedical Signal Processing
Biomedical Signal and Image
Processing
2016
Machine Learning and Sensor Fusion for
Estimating Continuous Energy Expenditure
AI Magazine
2012
Melanoma detection by analysis of clinical
images using convolutional neural network
2016 38th Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
(EMBC)
2016
Machine learning approaches and databases
for prediction of drug–target interaction:
a survey paper
Briefings in Bioinformatics
2020
Skin lesion segmentation in clinical
images using deep learning
2016 23rd International Conference on
Pattern Recognition (ICPR)
2016
Polyp Segmentation in Colonoscopy Images
Using Fully Convolutional Network
2018 40th Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
(EMBC)
2018
ReDMark: Framework for residual diffusion
watermarking based on deep networks
Expert Systems with Applications
2020
Deep learning in pharmacogenomics: from
gene regulation to patient stratification
Pharmacogenomics
2018
Extraction of skin lesions from
non-dermoscopic images for surgical
excision of melanoma
International Journal of Computer
Assisted Radiology and Surgery
2017
Homomorphic Encryption for Machine
Learning in Medicine and Bioinformatics
ACM Computing Surveys
2020
Fetal Ultrasound Image Segmentation for
Measuring Biometric Parameters Using
Multi-Task Deep Learning
2019 41st Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
(EMBC)
2019
A Review of Automated Methods for
Detection of Myocardial Ischemia and
Infarction Using Electrocardiogram and
Electronic Health Records
IEEE Reviews in Biomedical
Engineering
2017
Maximizing strength of digital watermarks
using neural networks
IJCNN'01. International Joint
Conference on Neural Networks.
Proceedings (Cat. No.01CH37222)
Vessel extraction in X-ray angiograms
using deep learning
2016 38th Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
(EMBC)
2016
Segmentation of vessels in angiograms
using convolutional neural networks
Biomedical Signal Processing and
Control
2018
Biomedical Informatics for Computer-Aided
Decision Support Systems: A Survey
The Scientific World Journal
2013
A Hierarchical Method for Removal of
Baseline Drift from Biomedical Signals:
Application in ECG Analysis
The Scientific World Journal
2013
Automated ventricular systems segmentation
in brain CT images by combining low-level
segmentation and high-level template
matching
BMC Medical Informatics and Decision
Making
2009
Accounting for Label Uncertainty in
Machine Learning for Detection of Acute
Respiratory Distress Syndrome
IEEE Journal of Biomedical and Health
Informatics
2019
A comparative analysis of multi-level
computer-assisted decision making systems
for traumatic injuries
BMC Medical Informatics and Decision
Making
2009
Osteoarthritis of the Temporomandibular
Joint can be diagnosed earlier using
biomarkers and machine learning
Scientific Reports
2020
Breast cancer detection in
gadolinium-enhanced MR images by static
region descriptors and neural networks
Journal of Magnetic Resonance
Imaging
2003
An Automated Optimal Engagement and
Attention Detection System Using
Electrocardiogram
Computational and Mathematical Methods
in Medicine
2012
Fully automated endoscopic disease
activity assessment in ulcerative colitis
Gastrointestinal Endoscopy
2021
Private naive bayes classification of
personal biomedical data: Application in
cancer data analysis
Computers in Biology and Medicine
2019
Fracture Detection in Traumatic Pelvic CT
Images
International Journal of Biomedical
Imaging
2012
Detection of P, QRS, and T Components of
ECG using wavelet transformation
2009 ICME International Conference on
Complex Medical Engineering
2009
Left Ventricle Segmentation in Cardiac MR
Images Using Fully Convolutional Network
2018 40th Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
(EMBC)
2018
Intracranial pressure level prediction in
traumatic brain injury by extracting
features from multiple sources and using
machine learning methods
2010 IEEE International Conference on
Bioinformatics and Biomedicine
(BIBM)
2010
Fast exposure fusion using exposedness
function
2017 IEEE International Conference on
Image Processing (ICIP)
2017
Symptoms of Atrial Fibrillation
Contemporary Cardiology
2016
Surface area-based focus criterion for
multi-focus image fusion
Information Fusion
2017
Automatic detection of melanoma using
broad extraction of features from digital
images
2016 38th Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
(EMBC)
2016
Non-linear dynamical signal
characterization for prediction of
defibrillation success through machine
learning
BMC Medical Informatics and Decision
Making
2012
Artificial Intelligence for Anesthesia:
What the Practicing Clinician Needs to
Know
Anesthesiology
2018
Low Complexity Convolutional Neural
Network for Vessel Segmentation in
Portable Retinal Diagnostic Devices
2018 25th IEEE International Conference
on Image Processing (ICIP)
2018
Efficient segmentation framework of cell
images in noise environments
The 26th Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
Robust image watermarking scheme using
bit-plane of hadamard coefficients
Multimedia Tools and Applications
2017
Signatures of tumor–immune interactions as
biomarkers for breast cancer prognosis
Future Oncology
2012
An image-processing enabled dental caries
detection system
2009 ICME International Conference on
Complex Medical Engineering
2009
Liver Segmentation in CT Images Using
Three Dimensional to Two Dimensional Fully
Convolutional Network
2018 25th IEEE International Conference
on Image Processing (ICIP)
2018
Combining predictive capabilities of
transcranial doppler with
electrocardiogram to predict hemorrhagic
shock
2009 Annual International Conference of
the IEEE Engineering in Medicine and
Biology Society
2009
Automated classification of Pap smear
tests using neural networks
IJCNN'01. International Joint
Conference on Neural Networks.
Proceedings (Cat. No.01CH37222)
Boosted Dictionary Learning for Image
Compression
IEEE Transactions on Image
Processing
2016
Classification of Informative Frames in
Colonoscopy Videos Using Convolutional
Neural Networks with Binarized Weights
2018 40th Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
(EMBC)
2018
Denoising by low-rank and sparse
representations
Journal of Visual Communication and
Image Representation
2016
Vessel segmentation and catheter detection
in X-ray angiograms using superpixels
Medical & Biological Engineering
& Computing
2018
An automated method for analysis of
microcirculation videos for accurate
assessment of tissue perfusion
BMC Medical Imaging
2012
Multiple abnormality detection for
automatic medical image diagnosis using
bifurcated convolutional neural network
Biomedical Signal Processing and
Control
2020
Diabetic Wound Segmentation using
Convolutional Neural Networks
2019 41st Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
(EMBC)
2019
An automated dental caries detection and
scoring system for optical images of tooth
occlusal surface
2014 36th Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
2014
The E-Method: a highly accurate technique
for gene-expression analysis
Nature Methods
2006
Development and three-dimensional
modelling of a biological-tissue grasper
tool equipped with a tactile sensor
Canadian Journal of Electrical and
Computer Engineering
2005
Vessel region detection in coronary X-ray
angiograms
2015 IEEE International Conference on
Image Processing (ICIP)
2015
Robust segmentation of lung in chest
x-ray: applications in analysis of acute
respiratory distress syndrome
BMC Medical Imaging
2020
Automatic segmentation of multimodal brain
tumor images based on classification of
super-voxels
2016 38th Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
(EMBC)
2016
Transforming big data into computational
models for personalized medicine and
health care
Dialogues in Clinical
Neuroscience
2016
Motion Artifact Suppression in Impedance
Pneumography Signal for Portable
Monitoring of Respiration: An Adaptive
Approach
IEEE Journal of Biomedical and Health
Informatics
2017
Predicting pelvic trauma severity using
features extracted from records and X-ray
and CT images
2010 IEEE International Conference on
Bioinformatics and Biomedicine Workshops
(BIBMW)
2010
Non-invasive vascular resistance
monitoring with a piezoelectric sensor and
photoplethysmogram
Sensors and Actuators A: Physical
2017
Toward practical guideline for design of
image compression algorithms for
biomedical applications
Expert Systems with Applications
2016
Suppression of false arrhythmia alarms in
the ICU: a machine learning approach
Physiological Measurement
2016
Electrocardiogram characteristics prior to
in-hospital cardiac arrest
Journal of Clinical Monitoring and
Computing
2014
A physiological signal processing system
for optimal engagement and attention
detection
2011 IEEE International Conference on
Bioinformatics and Biomedicine Workshops
(BIBMW)
2011
Automated bone segmentation from Pelvic CT
images
2008 IEEE International Conference on
Bioinformatics and Biomeidcine
Workshops
2008
A hierarchical expert-guided machine
learning framework for clinical decision
support systems: an application to
traumatic brain injury prognostication
npj Digital Medicine
2021
Automated hematoma segmentation and
outcome prediction for patients with
traumatic brain injury
Artificial Intelligence in
Medicine
2020
Set of descriptors for skin cancer
diagnosis using non-dermoscopic color
images
2016 IEEE International Conference on
Image Processing (ICIP)
2016
Automated Midline Shift and Intracranial
Pressure Estimation based on Brain CT
Images
Journal of Visualized Experiments
2013
Adaptive Specular Reflection Detection and
Inpainting in Colonoscopy Video Frames
2018 25th IEEE International Conference
on Image Processing (ICIP)
2018
Multi-modal integrated approach towards
reducing false arrhythmia alarms during
continuous patient monitoring: The
Physionet Challenge 2015
2015 Computing in Cardiology Conference
(CinC)
2015
Coupled matrix–matrix and coupled
tensor–matrix completion methods for
predicting drug–target interactions
Briefings in Bioinformatics
2020
Automated subdural hematoma segmentation
for traumatic brain injured (TBI) patients
2017 39th Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
(EMBC)
2017
A Signal Processing Approach for Detection
of Hemodynamic Instability before
Decompensation
PLOS ONE
2016
Automated Segmentation and Severity
Analysis of Subdural Hematoma for Patients
with Traumatic Brain Injuries
Diagnostics
2020
Signal quality measure for pulsatile
physiological signals using morphological
features: Applications in reliability
measure for pulse oximetry
Informatics in Medicine Unlocked
2019
Radon transform inspired method for hand
gesture recognition
2016 23rd International Conference on
Pattern Recognition (ICPR)
2016
Super-Resolution of 3D Magnetic Resonance
Images of the Brain
Artificial Intelligence in Healthcare
and Medicine
2022
Hierarchical Pruning for Simplification of
Convolutional Neural Networks in Diabetic
Retinopathy Classification
2019 41st Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
(EMBC)
2019
Hemorrhage Detection and Segmentation in
Traumatic Pelvic Injuries
Computational and Mathematical Methods
in Medicine
2012
Segmentation of ventricles in brain CT
images using Gaussian Mixture Model method
2009 ICME International Conference on
Complex Medical Engineering
2009
Early Detection of Heart Failure With
Reduced Ejection Fraction Using
Perioperative Data Among Noncardiac
Surgical Patients: A Machine-Learning
Approach
Anesthesia & Analgesia
2020
Blind Stereo Quality Assessment Based on
Learned Features From Binocular Combined
Images
IEEE Transactions on Multimedia
2017
Image processing and machine learning for
diagnostic analysis of microcirculation
2009 ICME International Conference on
Complex Medical Engineering
2009
Segmentation of bleeding regions in
wireless capsule endoscopy for detection
of informative frames
Biomedical Signal Processing and
Control
2019
Aggregation of Rich Depth-Aware Features
in a Modified Stacked Generalization Model
for Single Image Depth Estimation
IEEE Transactions on Circuits and
Systems for Video Technology
2019
Classifying osteosarcoma patients using
machine learning approaches
2017 39th Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
(EMBC)
2017
Quality assessment of retargeted images by
salient region deformity analysis
Journal of Visual Communication and
Image Representation
2017
Heart rate variability analysis during
central hypovolemia using wavelet
transformation
Journal of Clinical Monitoring and
Computing
2013
An Entropy-Based Automated Cell Nuclei
Segmentation and Quantification:
Application in Analysis of Wound Healing
Process
Computational and Mathematical Methods
in Medicine
2013
Interactive visual analysis of time-series
microarray data
The Visual Computer
2008
Biomedical Image Segmentation Based on
Shape Stability
2007 IEEE International Conference on
Image Processing
2007
Deep Neural Network based Polyp
Segmentation in Colonoscopy Images using a
Combination of Color Spaces
2019 41st Annual International
Conference of the IEEE Engineering in
Medicine and Biology Society
(EMBC)
2019
Adaptive Real-Time Removal of Impulse
Noise in Medical Images
Journal of Medical Systems
2018
Vessel segmentation in low contrast X-ray
angiogram images
2016 IEEE International Conference on
Image Processing (ICIP)
2016
Predictability of intracranial pressure
level in traumatic brain injury: features
extraction, statistical analysis and
machine learning-based evaluation
International Journal of Data Mining
and Bioinformatics
2013
PAC learning in non-linear FIR models
International Journal of Adaptive
Control and Signal Processing
2001
Decision Support Systems in
Temporomandibular Joint Osteoarthritis: A
review of Data Science and Artificial
Intelligence Applications
Seminars in Orthodontics
2021
Increasing efficiency of SVMp+ for
handling missing values in healthcare
prediction
PLOS Digital Health
2023
A Novel Tropical Geometry-Based
Interpretable Machine Learning Method:
Pilot Application to Delivery of Advanced
Heart Failure Therapies
IEEE Journal of Biomedical and Health
Informatics
2023
Evaluation of Capacitive ECG for
Unobtrusive Atrial Fibrillation Monitoring
IEEE Sensors Letters
2023
Detection of Low Cardiac Index Using a
Polyvinylidene Fluoride-Based Wearable
Ring and Convolutional Neural Networks
IEEE Sensors Journal
2021
Learning Using Partially Available
Privileged Information and Label
Uncertainty: Application in Detection of
Acute Respiratory Distress Syndrome
IEEE Journal of Biomedical and Health
Informatics
2021
Preprocessing Sequence Coverage Data for
More Precise Detection of Copy Number
Variations
IEEE/ACM Transactions on Computational
Biology and Bioinformatics
2020
Game Theoretic Approach for Systematic
Feature Selection; Application in False
Alarm Detection in Intensive Care Units
Entropy
2018
Education
University of British Columbia
Ph.D., Electrical and Computer Engineering / August, 2000
Vancouver, British Columbia,
Canada
Experience
University of Michigan, Ann Arbor
Professor
Links & Social Media
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