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Computer Science

D-Index
36
Citations
5839
World Ranking
11218
National Ranking
85

Overview

Stavros J. Perantonis is affiliated with the Demokritos National Centre for Scientific Research in Greece. Their research spans several scientific disciplines, primarily focusing on the intersection of computer science, engineering, and neuroscience.

Their main fields of study include:

  • Computer Science
  • Engineering
  • Neuroscience

Within these areas, Perantonis has contributed notably to various subfields, such as:

  • Cognitive Neuroscience
  • Artificial Intelligence
  • Signal Processing
  • Ocean Engineering
  • Civil and Structural Engineering

The scientist's work covers topics including:

  • Domain Adaptation and Few-Shot Learning
  • Machine Learning and Extreme Learning Machines (ELM)
  • Infrastructure Maintenance and Monitoring
  • Music and Audio Processing
  • Speech and Audio Processing
  • Advanced Chemical Sensor Technologies
  • Maritime Navigation and Safety

Recent publications illustrate the range of their research interests. These include:

  • "Aeolus Ocean -- A simulation environment for the autonomous COLREG-compliant navigation of Unmanned Surface Vehicles using Deep Reinforcement Learning and Maritime Object Detection," 2023, published in arXiv (Cornell University)
  • "Extending Partial Domain Adaptation Algorithms to the Open-Set Setting," 2022, published in Applied Sciences

Frequent collaborators of Perantonis are:

  • George Pikramenos
  • Evaggelos Spyrou
  • A. S. Fokas
  • Antonios Charalambopoulos
  • Konstantinos S. Kechagias

The main venues for publishing their research have been:

  • Applied Sciences
  • arXiv (Cornell University)

Best Publications

  • Adaptive degraded document image binarization

    B. Gatos;I. Pratikakis;S. J. Perantonis

  • Translation, rotation, and scale invariant pattern recognition by high-order neural networks and moment classifiers

    S.J. Perantonis;P.J.G. Lisboa

  • PANORAMA: A 3D Shape Descriptor Based on Panoramic Views for Unsupervised 3D Object Retrieval

    Panagiotis Papadakis;Ioannis Pratikakis;Theoharis Theoharis;Stavros Perantonis

  • Efficient 3D shape matching and retrieval using a concrete radialized spherical projection representation

    Panagiotis Papadakis;Ioannis Pratikakis;Stavros Perantonis;Theoharis Theoharis

  • 3D Mesh Segmentation Methodologies for CAD applications

    Alexander Agathos;Ioannis Pratikakis;Stavros Perantonis;Nikolaos Sapidis

  • Two highly efficient second-order algorithms for training feedforward networks

    N. Ampazis;S.J. Perantonis

  • An Adaptive Binarization Technique for Low Quality Historical Documents

    Basilios Gatos;Ioannis Pratikakis;Stavros J. Perantonis

  • Handwritten character recognition through two-stage foreground sub-sampling

    Georgios Vamvakas;Basilis Gatos;Stavros J. Perantonis

  • Automatic table detection in document images

    Basilios Gatos;Dimitrios Danatsas;Ioannis Pratikakis;Stavros J. Perantonis

  • Keyword-guided word spotting in historical printed documents using synthetic data and user feedback

    T. Konidaris;B. Gatos;K. Ntzios;I. Pratikakis

  • Audio-Visual fusion for detecting violent scenes in videos

    Theodoros Giannakopoulos;Alexandros Makris;Dimitrios Kosmopoulos;Stavros Perantonis

  • A Complete Optical Character Recognition Methodology for Historical Documents

    G. Vamvakas;B. Gatos;N. Stamatopoulos;S.J. Perantonis

  • Detecting abnormal human behaviour using multiple cameras

    Panagiota Antonakaki;Dimitrios Kosmopoulos;Stavros J. Perantonis

  • 3D object retrieval using an efficient and compact hybrid shape descriptor

    P. Papadakis;I. Pratikakis;T. Theoharis;G. Passalis

  • An efficient constrained training algorithm for feedforward networks

    D.A. Karras;S.J. Perantonis

  • Bag of spatio-visual words for context inference in scene classification

    A. Bolovinou;I. Pratikakis;S. Perantonis

  • Improved document image binarization by using a combination of multiple binarization techniques and adapted edge information

    B. Gatos;I. Pratikakis;S.J. Perantonis

  • Artificial Intelligence: Theories, Models and Applications

    Stasinos Konstantopoulos;Stavros Perantonis;Vangelis Karkaletsis;Constantine D. Spyropoulos

  • Goal-Oriented Rectification of Camera-Based Document Images

    Nikolaos Stamatopoulos;Basilis Gatos;Ioannis Pratikakis;Stavros J Perantonis

  • An efficient constrained learning algorithm with momentum acceleration

    Stavros J. Perantonis;Dimitris A. Karras

Frequent Co-Authors

Ioannis Pratikakis
Ioannis Pratikakis Democritus University of Thrace
Basilis Gatos
Basilis Gatos National Centre of Scientific Research Demokritos
Theoharis Theoharis
Theoharis Theoharis Norwegian University of Science and Technology
Sergios Theodoridis
Sergios Theodoridis National and Kapodistrian University of Athens
Ioannis Evdokimidis
Ioannis Evdokimidis Eginition Hospital
Georgios Paliouras
Georgios Paliouras National Centre of Scientific Research Demokritos
Nikolaos Smyrnis
Nikolaos Smyrnis National and Kapodistrian University of Athens
Paulo J. G. Lisboa
Paulo J. G. Lisboa Liverpool John Moores University
Dimitris Thanos
Dimitris Thanos Academy of Athens
Vassilis Athitsos
Vassilis Athitsos The University of Texas at Arlington

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