Suman Sedai  Suman Sedai photo         

contact information

Research Staff member, Image/Video Analytics, Machine Learning
Melbourne Research Laboratory, Melbourne, Australia
  +61dash03dash99213848

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Professional Associations

Professional Associations:  IEEE Engineering in Medicin and Biology Society


2017

Skin lesion segmentation using deep convolution networks guided by local unsupervised learning
B Bozorgtabar, S Sedai, P Kanti Roy, R Garnavi
IBM Journal of Research and Development 61(4), 6--1, IBM, 2017

Semi-supervised Segmentation of Optic Cup in Retinal Fundus Images Using Variational Autoencoder
Suman Sedai, Dwarikanath Mahapatra, Sajini Hewavitharanage, Stefan Maetschke, Rahil Garnavi
International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 75--82, 2017

A novel hybrid approach for severity assessment of Diabetic Retinopathy in colour fundus images
Pallab Roy, Ruwan Tennakoon, Khoa Cao, Suman Sedai, Dwarikanath Mahapatra, Stefan Maetschke, Rahil Garnavi
Biomedical Imaging (ISBI 2017), 2017 IEEE 14th International Symposium on, pp. 1078--1082

Multi-stage segmentation of the fovea in retinal fundus images using fully Convolutional Neural Networks
Suman Sedai, Ruwan Tennakoon, Pallab Roy, Khoa Cao, Rahil Garnavi
Biomedical Imaging (ISBI 2017), 2017 IEEE 14th International Symposium on, pp. 1083--1086


2016

Automatic Eye Type Detection in Retinal Fundus Image Using Fusion of Transfer Learning and Anatomical Features
Pallab Kanti Roy, Rajib Chakravorty, Suman Sedai, Dwarikanath Mahapatra, Rahil Garnavi
Digital Image Computing: Techniques and Applications (DICTA), 2016 International Conference on, pp. 1--7

Segmentation of optic disc and optic cup in retinal fundus images using coupled shape regression
Suman Sedai, Pallab Roy, Dwarikanath Mahapatra, Rahil Garnavi
University of Iowa, 2016

Segmentation of optic disc and optic cup in retinal fundus images using shape regression
Suman Sedai, Pallab K Roy, Dwarikanath Mahapatra, Rahil Garnavi
Engineering in Medicine and Biology Society (EMBC), 2016 IEEE 38th Annual International Conference of the, pp. 3260--3264

Image quality classification for DR screening using convolutional neural networks
Ruwan Tennakoon, Dwarikanath Mahapatra, Pallab Roy, Suman Sedai, Rahil Garnavi
University of Iowa, 2016

A CNN based neurobiology inspired approach for retinal image quality assessment
Dwarikanath Mahapatra, Pallab K Roy, Suman Sedai, Rahil Garnavi
Engineering in Medicine and Biology Society (EMBC), 2016 IEEE 38th Annual International Conference of the, pp. 1304--1307

Retinal image quality classification using saliency maps and CNNs
Dwarikanath Mahapatra, Pallab K Roy, Suman Sedai, Rahil Garnavi
International Workshop on Machine Learning in Medical Imaging, pp. 172--179, 2016


2015

IBM Research at Image CLEF 2015: Medical Clustering Task
Suman Sedai, Xi Liang, Mani Abedini, Qiang Chen, Rajib Chakravorty, Rahil Garnavi
IMAGECLEF - Image Retrieval in CLEF, CEUR , 2015
Winner of IMAGECLEF 2015 challenge

Segmentation of Right Ventricle in Cardiac MR Images using Shape Regression
Suman Sedai, Pallab Kanti Roy, Rahil Garnavi
MICCAI workshop on Machine Learning in Medical Imaging (MLMI) , pp. to appear, Springer, 2015

Annotation Assembler - A Web Tool for Applying Semi-Automatic Annotations to Images
Colin B. Compas, Suman Sedai, David Beymer, Tanveer Syed-Mahmood, Prasanth Prasanna
Society for Imaging Informatics in Medicine Annual Meeting (SIIM), 2015
won Best Scentific Paper award

Multi-Atlas Label Fusion using Hybrid of Discriminative and Generative Classifiers for Segmentation of Cardiac MR Images
Suman Sedai, Rahil Garnavi, Pallab Kanti Roy, Xi Liang
Engineering in Medicine and Biology Society (EMBC), International Conference of the IEEE, pp. to appear, 2015

Right ventricle landmark detection using multiscale HOG and random forest classifier
Suman Sedai, Pallab Kanti Roy, Rahil Garnavi
12th IEEE International Symposium on Biomedical Imaging, ISBI 2015, Brooklyn, NY, USA, April 16-19, 2015, pp. 814--818

Multi-atlas label fusion with augmented atlases for fast and accurate segmentation of cardiac MR images
Long Xie, Suman Sedai, Xi Liang, Colin B. Compas, Hongzhi Wang, Paul A. Yushkevich, Tanveer Syeda-Mahmood
12th IEEE International Symposium on Biomedical Imaging, ISBI 2015, Brooklyn, NY, USA, April 16-19, 2015, pp. 376--379


2013

3D human pose tracking using Gaussian process regression and particle filter applied to gait analysis of Parkinson's disease patients
S Sedai, M Bennamoun, DQ Huynh, A El-Sallam, S Foo, J Alderson, C Lind
Industrial Electronics and Applications (ICIEA), 2013 8th IEEE Conference on, pp. 1636--1642

A Gaussian process guided particle filter for tracking 3D human pose in video
Suman Sedai, Mohammed Bennamoun, Du Q Huynh
IEEE Transaction on Image Processing, IEEE, 2013

Discriminative fusion of shape and appearance features for human pose estimation
Suman Sedai, Mohammed Bennamoun, Du Q Huynh
Pattern Recognition 46(12), 3223--3237, Elsevier, 2013


2011

Supervised particle filter for tracking 2D human pose in monocular video
Suman Sedai, Du Q Huynh, Mohammed Bennamoun
Applications of Computer Vision (WACV), 2011 IEEE Workshop on, pp. 367--373


2010

Localized fusion of Shape and Appearance features for 3D Human Pose Estimation.
Suman Sedai, Mohammed Bennamoun, Du Q Huynh, Perth Crawley
BMVC, pp. 1--10, 2010


2009

3D human pose estimation from static images using local features and discriminative learning
Suman Sedai, Farid Flitti, Mohammed Bennamoun, Du Huynh
Image Analysis and Recognition, pp. 327--336, Springer, 2009

Evolutionary fusion of a multi-classifier system for efficient face recognition
Zhan Yu, Mi Young Nam, Suman Sedai, Phill Kyu Rhee
International Journal of Control, Automation and Systems 7(1), 33--40, Springer, 2009

Context-based appearance descriptor for 3D human pose estimation from monocular images
Suman Sedai, Mohammed Bennamoun, D Huynh
Digital Image Computing: Techniques and Applications, 2009. DICTA'09., pp. 484--491