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Aggelos K. Katsaggelos

Aggelos K. Katsaggelos

D-Index & Metrics

Computer Science

D-Index
96
Citations
38013
World Ranking
436
National Ranking
241

Electronics and Electrical Engineering

D-Index
87
Citations
31819
World Ranking
344
National Ranking
164

Research.com Recognitions

  • 2018 - OSA Fellows Aggelos K. Katsaggelos Northwestern Univ., USA For broad and enduring contributions to the field of digital image and video processing.
  • 2009 - SPIE Fellow
  • 1998 - IEEE Fellow For contributions to the theory and application of iterative image restoration methods.

Overview

Aggelos K. Katsaggelos is affiliated with Northwestern University in the United States. Their research spans multiple disciplines, with a primary focus on computer science, medicine, and engineering. The scientist has contributed extensively to subfields such as computer vision and pattern recognition, artificial intelligence, radiology, nuclear medicine and imaging, electrical and electronic engineering, and biomedical engineering.

The research topics addressed in their work include advanced MRI techniques and applications, AI in cancer detection, neural networks and their applications, cardiac imaging and diagnostics, advanced X-ray and CT imaging, machine learning in healthcare, and advanced image processing techniques.

Some of the recent publications authored or co-authored by Aggelos K. Katsaggelos include:

  • Snapshot Compressive Imaging: Theory, Algorithms, and Applications, 2021, IEEE Signal Processing Magazine
  • Automated Atrial Fibrillation Detection using a Hybrid CNN-LSTM Network on Imbalanced ECG Datasets, 2020, Biomedical Signal Processing and Control
  • DeepCOVID-XR: An Artificial Intelligence Algorithm to Detect COVID-19 on Chest Radiographs Trained and Tested on a Large U.S. Clinical Data Set, 2020, Radiology
  • Automated Lung Sound Classification Using a Hybrid CNN-LSTM Network and Focal Loss Function, 2022, Sensors
  • POSYDON: A General-purpose Population Synthesis Code with Detailed Binary-evolution Simulations, 2023, The Astrophysical Journal Supplement Series

Frequent co-authors include:

  • Yunan Wu
  • Oliver Cossairt
  • Rafael Molina
  • Florian Schiffers
  • Manuel Ballester

Publication venues where the scientist has frequently published consist of:

  • arXiv (Cornell University)
  • Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
  • Scientific Reports
  • Sensors
  • Digital Signal Processing

There is also a record of book publications with the Cambridge University Press, including the title Machine Learning Refined published in 2020.

Aggelos K. Katsaggelos has received several awards over the course of their career, including:

  • OSA Fellows, 2018, "For broad and enduring contributions to the field of digital image and video processing."
  • SPIE Fellow, 2009
  • IEEE Fellow, 1998, "For contributions to the theory and application of iterative image restoration methods."

Best Publications

  • Digital Image Restoration

    M.R. Banham;A.K. Katsaggelos

  • Hybrid image segmentation using watersheds and fast region merging

    K. Haris;S.N. Efstratiadis;N. Maglaveras;A.K. Katsaggelos

  • Bayesian Compressive Sensing Using Laplace Priors

    S.D. Babacan;R. Molina;A.K. Katsaggelos

  • Error resilient video coding techniques

    Yao Wang;S. Wenger;Jiantao Wen;A.K. Katsaggelos

  • Video Super-Resolution With Convolutional Neural Networks

    Armin Kappeler;Seunghwan Yoo;Qiqin Dai;Aggelos K. Katsaggelos

  • Regularized reconstruction to reduce blocking artifacts of block discrete cosine transform compressed images

    Yongyi Yang;N.P. Galatsanos;A.K. Katsaggelos

  • Methods for choosing the regularization parameter and estimating the noise variance in image restoration and their relation

    N.P. Galatsanos;A.K. Katsaggelos

  • Iterative Identification and Restoration of Images

    R.L. Lagendijk;A.K. Katsaggelos;J. Biemond

  • Using Deep Neural Networks for Inverse Problems in Imaging: Beyond Analytical Methods

    Alice Lucas;Michael Iliadis;Rafael Molina;Aggelos K. Katsaggelos

  • Projection-based spatially adaptive reconstruction of block-transform compressed images

    Yongyi Yang;N.P. Galatsanos;A.K. Katsaggelos

  • A regularized iterative image restoration algorithm

    A.K. Katsaggelos;J. Biemond;R.W. Schafer;R.M. Mersereau

  • Iterative Image Restoration Algorithms

    Aggelos K. Katsaggelos

  • Efficient Video Object Segmentation via Network Modulation

    Linjie Yang;Yanran Wang;Xuehan Xiong;Jianchao Yang

  • SoftCuts: A Soft Edge Smoothness Prior for Color Image Super-Resolution

    Shengyang Dai;Mei Han;Wei Xu;Ying Wu

  • Noise reduction filters for dynamic image sequences: a review

    J.C. Brailean;R.P. Kleihorst;S. Efstratiadis;A.K. Katsaggelos

  • Gravity Spy: Integrating Advanced LIGO Detector Characterization, Machine Learning, and Citizen Science

    M. Zevin;S. B. Coughlin;S. Bahaadini;E. Besler

  • A survey of classical methods and new trends in pansharpening of multispectral images

    Israa Amro;Israa Amro;Javier Mateos;Miguel Vega;Rafael Molina

  • Snapshot Compressive Imaging: Principle, Implementation, Theory, Algorithms and Applications.

    Xin Yuan;David J. Brady;Aggelos K. Katsaggelos

  • General choice of the regularization functional in regularized image restoration

    Moon Gi Kang;A.K. Katsaggelos

  • Automatic facial expression recognition using facial animation parameters and multistream HMMs

    P.S. Aleksic;A.K. Katsaggelos

  • Image restoration using a modified Hopfield network

    J.K. Paik;A.K. Katsaggelos

  • Variational Bayesian Super Resolution

    S Derin Babacan;Rafael Molina;Aggelos K Katsaggelos

  • 2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING

    E. Soyak;Sotirios Tsaftaris;A. K. Katsaggelos

  • 2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING

    E. Soyak;Sotirios Tsaftaris;A. K. Katsaggelos

Frequent Co-Authors

Rafael Molina
Rafael Molina University of Granada
Thrasyvoulos N. Pappas
Thrasyvoulos N. Pappas Northwestern University
Sotirios A. Tsaftaris
Sotirios A. Tsaftaris University of Edinburgh
Nikolas P. Galatsanos
Nikolas P. Galatsanos University of Ioannina
Randall A. Berry
Randall A. Berry Northwestern University
Joonki Paik
Joonki Paik Chung-Ang University
Nasser M. Nasrabadi
Nasser M. Nasrabadi West Virginia University
Ying Wu
Ying Wu Northwestern University
Jianwei Huang
Jianwei Huang Chinese University of Hong Kong, Shenzhen
Russell M. Mersereau
Russell M. Mersereau Georgia Institute of Technology

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