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Scopus Author ID: 14054944000

Keywords

machine learning, computer vision, image processing, medical image analysis

Countries

Australia

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Employment (1)

IBM Research - Australia: Melbourne, Victoria, AU

2013-04-01 to present | Research Scientist
Employment
Source: Self-asserted source
Suman Sedai

Education and qualifications (3)

University of Western Australia: Crawley, WA, AU

2008-02-01 to 2012-02-01 | PhD (Computer Science and Software Engineering)
Education
Source: Self-asserted source
Suman Sedai

Inha University: Incheon, Incheon, KR

2005-09-01 to 2007-09-01 | MSC (Computer Science and Information Engineering)
Education
Source: Self-asserted source
Suman Sedai

Tribhuvan University Institute of Engineering: Lalitpur, NP

1998-02-01 to 2002-02-01 | Bachelor in Computer ENgineering (Computer ENgineering)
Education
Source: Self-asserted source
Suman Sedai

Professional activities (1)

IEEE: New York, NY, US

2017-01-01 to present | Senior
Membership
Source: Self-asserted source
Suman Sedai

Works (35)

The Alzheimer's Disease Prediction Of Longitudinal Evolution (TADPOLE) Challenge: Results after 1 Year Follow-up

2020-02-09 | Preprint
ARXIV: arXiv:2002.03419v1
Source: Self-asserted source
Suman Sedai

Forecasting Retinal Nerve Fiber Layer Thickness from Multimodal Temporal Data Incorporating OCT Volumes

Ophthalmology Glaucoma
2020-01 | Journal article
DOI: 10.1016/j.ogla.2019.11.001
Part of ISSN: 2589-4196
Source: Self-asserted source
Suman Sedai

Uncertainty Guided Semi-supervised Segmentation of Retinal Layers in OCT Images

Lecture Notes in Computer Science
2019 | Book chapter
DOI: 10.1007/978-3-030-32239-7_32
Part of ISBN: 9783030322380
Part of ISBN: 9783030322397
Part of ISSN: 0302-9743
Part of ISSN: 1611-3349
Source: Self-asserted source
Suman Sedai

Deep Multiscale Convolutional Feature Learning for Weakly Supervised Localization of Chest Pathologies in X-ray Images

Machine Learning in Medical Imaging
2018 | Book chapter
DOI: 10.1007/978-3-030-00919-9_31
Part of ISBN: 9783030009182
Part of ISBN: 9783030009199
Part of ISSN: 0302-9743
Part of ISSN: 1611-3349
Source: Self-asserted source
Suman Sedai

Deformable medical image registration using generative adversarial networks

Proceedings - International Symposium on Biomedical Imaging
2018 | Conference paper
DOI: 10.1109/ISBI.2018.8363845
EID:

2-s2.0-85048119967
Contributors: Mahapatra, D.; Antony, B.; Sedai, S.; Garnavi, R.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Joint Segmentation and Uncertainty Visualization of Retinal Layers in Optical Coherence Tomography Images Using Bayesian Deep Learning

Computational Pathology and Ophthalmic Medical Image Analysis
2018 | Conference paper
Part of ISBN: 978-3-030-00949-6
Source: Self-asserted source
Suman Sedai

A novel hybrid approach for severity assessment of Diabetic Retinopathy in colour fundus images

Proceedings - International Symposium on Biomedical Imaging
2017 | Conference paper
DOI: 10.1109/ISBI.2017.7950703
EID:

2-s2.0-85023197727
Contributors: Roy, P.; Tennakoon, R.; Cao, K.; Sedai, S.; Mahapatra, D.; Maetschke, S.; Garnavi, R.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Multi-stage segmentation of the fovea in retinal fundus images using fully Convolutional Neural Networks

Proceedings - International Symposium on Biomedical Imaging
2017 | Conference paper
DOI: 10.1109/ISBI.2017.7950704
EID:

2-s2.0-85023176064
Contributors: Sedai, S.; Tennakoon, R.; Roy, P.; Cao, K.; Garnavi, R.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Semi-supervised segmentation of optic cup in retinal fundus images using variational autoencoder

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2017 | Book
DOI: 10.1007/978-3-319-66185-8_9
EID:

2-s2.0-85029520516
Contributors: Sedai, S.; Mahapatra, D.; Hewavitharanage, S.; Maetschke, S.; Garnavi, R.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Skin lesion segmentation using deep convolution networks guided by local unsupervised learning

IBM Journal of Research and Development
2017 | Journal article
DOI: 10.1147/JRD.2017.2708283
EID:

2-s2.0-85029503511
Contributors: Bozorgtabar, B.; Sedai, S.; Kanti Roy, P.; Garnavi, R.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

A CNN based neurobiology inspired approach for retinal image quality assessment

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS
2016 | Conference paper
DOI: 10.1109/EMBC.2016.7590946
EID:

2-s2.0-85009059950
Contributors: Mahapatra, D.; Roy, P.K.; Sedai, S.; Garnavi, R.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Automatic Eye Type Detection in Retinal Fundus Image Using Fusion of Transfer Learning and Anatomical Features

2016 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2016
2016 | Conference paper
DOI: 10.1109/DICTA.2016.7797012
EID:

2-s2.0-85011032567
Contributors: Roy, P.K.; Chakravorty, R.; Sedai, S.; Mahapatra, D.; Garnavi, R.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Retinal image quality classification using saliency maps and CNNs

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2016 | Book
DOI: 10.1007/978-3-319-47157-0_21
EID:

2-s2.0-84992476909
Contributors: Mahapatra, D.; Roy, P.K.; Sedai, S.; Garnavi, R.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Segmentation of optic disc and optic cup in retinal fundus images using shape regression

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS
2016 | Conference paper
DOI: 10.1109/EMBC.2016.7591424
EID:

2-s2.0-85009135339
Contributors: Sedai, S.; Roy, P.K.; Mahapatra, D.; Garnavi, R.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

IBM research at image CLEF 2015: Medical clustering task

CEUR Workshop Proceedings
2015 | Conference paper
EID:

2-s2.0-84982843379
Contributors: Sedai, S.; Liang, X.; Abedini, M.; Chen, Q.; Chakravorty, R.; Garnavi, R.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Multi-atlas based segmentation of multiple organs in breast MRI

Progress in Biomedical Optics and Imaging - Proceedings of SPIE
2015 | Conference paper
DOI: 10.1117/12.2081127
EID:

2-s2.0-84943399604
Contributors: Liang, X.; Sedai, S.; Wang, H.; Liang, S.; Hashmi, N.; McNeillie, P.; Hashoul, S.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Multi-atlas label fusion with augmented atlases for fast and accurate segmentation of cardiac MR images

Proceedings - International Symposium on Biomedical Imaging
2015 | Conference paper
DOI: 10.1109/ISBI.2015.7163891
EID:

2-s2.0-84944317247
Contributors: Xie, L.; Sedai, S.; Liang, X.; Compas, C.B.; Wang, H.; Yushkevich, P.A.; Syeda-Mahmood, T.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Segmentation of Right Ventricle in Cardiac MR Images Using Shape Regression

Machine Learning in Medical Imaging
2015 | Other
DOI: 10.1007/978-3-319-24888-2_1
Contributors: Suman Sedai; Pallab Roy; Rahil Garnavi
Source: Self-asserted source
Suman Sedai via Crossref Metadata Search

Multi-atlas label fusion using hybrid of discriminative and generative classifiers for segmentation of cardiac MR images

2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
2015-08 | Conference paper
DOI: 10.1109/embc.2015.7319017
Contributors: Suman Sedai; Rahil Garnavi; Pallab Roy; Xi Liang
Source: Self-asserted source
Suman Sedai via Crossref Metadata Search
grade
Preferred source (of 2)‎

Right ventricle landmark detection using multiscale HOG and random forest classifier

2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI)
2015-04 | Conference paper
DOI: 10.1109/isbi.2015.7163996
Contributors: Suman Sedai; Pallab Kanti Roy; Rahil Garnavi
Source: Self-asserted source
Suman Sedai via Crossref Metadata Search
grade
Preferred source (of 2)‎

3D human pose tracking using Gaussian process regression and particle filter applied to gait analysis of Parkinson's disease patients

Proceedings of the 2013 IEEE 8th Conference on Industrial Electronics and Applications, ICIEA 2013
2013 | Conference paper
DOI: 10.1109/ICIEA.2013.6566631
EID:

2-s2.0-84881406221
Contributors: Sedai, S.; Bennamoun, M.; Huynh, D.Q.; El-Sallam, A.; Foo, S.; Alderson, J.; Lind, C.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Discriminative fusion of shape and appearance features for human pose estimation

Pattern Recognition
2013 | Journal article
DOI: 10.1016/j.patcog.2013.05.019
Contributors: S. Sedai; M. Bennamoun; D.Q. Huynh
Source: Self-asserted source
Suman Sedai via Crossref Metadata Search

A Gaussian Process Guided Particle Filter for Tracking 3D Human Pose in Video

IEEE Trans. on Image Process.
2013-11 | Journal article
DOI: 10.1109/tip.2013.2271850
Contributors: Suman Sedai; Mohammed Bennamoun; Du Q. Huynh
Source: Self-asserted source
Suman Sedai via Crossref Metadata Search
grade
Preferred source (of 2)‎

Evaluating shape and appearance descriptors for 3D human pose estimation

Proceedings of the 2011 6th IEEE Conference on Industrial Electronics and Applications, ICIEA 2011
2011 | Conference paper
DOI: 10.1109/ICIEA.2011.5975597
EID:

2-s2.0-80052245868
Contributors: Sedai, S.; Bennamoun, M.; Huynh, D.Q.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Supervised particle filter for tracking 2D human pose in monocular video

2011 IEEE Workshop on Applications of Computer Vision (WACV)
2011-01 | Conference paper
DOI: 10.1109/wacv.2011.5711527
Contributors: Suman Sedai; Du Q. Huynh; Mohammed Bennamoun
Source: Self-asserted source
Suman Sedai via Crossref Metadata Search
grade
Preferred source (of 2)‎

Localized fusion of Shape and Appearance features for 3D Human Pose Estimation

Procedings of the British Machine Vision Conference 2010
2010 | Conference paper
DOI: 10.5244/c.24.51
Contributors: Suman Sedai; Mohammed Bennamoun; Du Huynh
Source: Self-asserted source
Suman Sedai via Crossref Metadata Search
grade
Preferred source (of 2)‎

3D human pose estimation from static images using local features and discriminative learning

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2009 | Book
DOI: 10.1007/978-3-642-02611-9_33
EID:

2-s2.0-70350213098
Contributors: Sedai, S.; Flitti, F.; Bennamoun, M.; Huynh, D.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Context-based appearance descriptor for 3D human pose estimation from monocular images

DICTA 2009 - Digital Image Computing: Techniques and Applications
2009 | Conference paper
DOI: 10.1109/DICTA.2009.81
EID:

2-s2.0-77950307742
Contributors: Sedai, S.; Bennamoun, M.; Huynh, D.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Evolutionary fusion of a multi-classifier system for efficient face recognition

International Journal of Control, Automation and Systems
2009 | Journal article
DOI: 10.1007/s12555-009-0105-z
EID:

2-s2.0-60349083150
Contributors: Yu, Z.; Nam, M.Y.; Sedai, S.; Rhee, P.K.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Evolutionary classifier fusion for optimizing face recognition

Proceedings of the Frontiers in the Convergence of Bioscience and Information Technologies, FBIT 2007
2007 | Conference paper
DOI: 10.1109/FBIT.2007.50
EID:

2-s2.0-49349110948
Contributors: Sedai, S.; Phill, K.R.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Use of multiple contexts for real time face identification

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2007 | Book
EID:

2-s2.0-37149046933
Contributors: Sedai, S.; Jin, K.E.; Dawadi, P.R.; Rhee, P.K.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Cascade of fusion for adaptive classifier combination using context-awareness

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2006 | Book
DOI: 10.1007/11789239_26
EID:

2-s2.0-33746599916
Contributors: Nam, M.Y.; Sedai, S.; Rhee, P.K.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Context awareness system modeling and classifier combination

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2006 | Book
EID:

2-s2.0-33749549756
Contributors: Nam, M.Y.; Sedai, S.; Rhee, P.K.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Context-awareness based adaptive classifier combination for object recognition

Lecture Notes in Control and Information Sciences
2006 | Book
DOI: 10.1007/11816515_21
EID:

2-s2.0-33748901676
Contributors: Nam, M.Y.; Bayarsaikhan, B.; Sedai, S.; Rhee, P.K.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

T-test model for context aware classifier

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2006 | Book
EID:

2-s2.0-33750282343
Contributors: Nam, M.Y.; Bayarsaikhan, B.; Sedai, S.; Rhee, P.K.
Source: Self-asserted source
Suman Sedai via Scopus - Elsevier

Peer review (1 review for 1 publication/grant)

Review activity for International journal of computer vision. (1)
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