H-Index & Metrics Top Publications

H-Index & Metrics

Discipline name H-index Citations Publications World Ranking National Ranking
Computer Science H-index 49 Citations 10,160 246 World Ranking 3032 National Ranking 6

Overview

What is he best known for?

The fields of study he is best known for:

  • Artificial intelligence
  • Computer vision
  • Machine learning

Alexandre X. Falcão spends much of his time researching Artificial intelligence, Computer vision, Image segmentation, Pattern recognition and Image processing. Many of his studies on Artificial intelligence apply to Machine learning as well. His Pixel, Cognitive neuroscience of visual object recognition and Real image study in the realm of Computer vision interacts with subjects such as Contact lens.

His study in Image segmentation is interdisciplinary in nature, drawing from both Algorithm and Fuzzy logic. When carried out as part of a general Pattern recognition research project, his work on Feature extraction is frequently linked to work in Moral graph, therefore connecting diverse disciplines of study. His work on Binary image as part of his general Image processing study is frequently connected to Graph theory and Implementation, thereby bridging the divide between different branches of science.

His most cited work include:

  • The image foresting transform: theory, algorithms, and applications (475 citations)
  • User-steered image segmentation paradigms: live wire and live lane (468 citations)
  • Deep Representations for Iris, Face, and Fingerprint Spoofing Detection (307 citations)

What are the main themes of his work throughout his whole career to date?

His scientific interests lie mostly in Artificial intelligence, Computer vision, Pattern recognition, Image segmentation and Segmentation. Much of his study explores Artificial intelligence relationship to Machine learning. Alexandre X. Falcão frequently studies issues relating to Medical imaging and Computer vision.

The study incorporates disciplines such as Contextual image classification, Image retrieval and Cluster analysis in addition to Pattern recognition. His work in the fields of Scale-space segmentation, Segmentation-based object categorization and Cut overlaps with other areas such as Boundary. His Segmentation research integrates issues from Deep learning, Magnetic resonance angiography, Fuzzy logic and Mr images.

He most often published in these fields:

  • Artificial intelligence (77.74%)
  • Computer vision (38.56%)
  • Pattern recognition (36.36%)

What were the highlights of his more recent work (between 2018-2021)?

  • Artificial intelligence (77.74%)
  • Pattern recognition (36.36%)
  • Image segmentation (31.66%)

In recent papers he was focusing on the following fields of study:

The scientist’s investigation covers issues in Artificial intelligence, Pattern recognition, Image segmentation, Segmentation and Image. Alexandre X. Falcão regularly links together related areas like Computer vision in his Artificial intelligence studies. His Pattern recognition research incorporates themes from Contextual image classification and Feature.

He works mostly in the field of Image segmentation, limiting it down to topics relating to Spanning forest and, in certain cases, Superpixel segmentation, Theoretical computer science and Computation, as a part of the same area of interest. His Segmentation research incorporates elements of Image processing, Generalization, Stenosis and Lung. His studies in Image integrate themes in fields like Object detection, Residual and Salience.

Between 2018 and 2021, his most popular works were:

  • An Iterative Spanning Forest Framework for Superpixel Segmentation (24 citations)
  • Correcting rural building annotations in OpenStreetMap using convolutional neural networks (24 citations)
  • ALTIS: A fast and automatic lung and trachea CT-image segmentation method (5 citations)

In his most recent research, the most cited papers focused on:

  • Artificial intelligence
  • Machine learning
  • Computer vision

Alexandre X. Falcão focuses on Artificial intelligence, Pattern recognition, Segmentation, Image segmentation and Image. His research integrates issues of Standard test image, Coordinate space and Convex optimization in his study of Pattern recognition. His work in the fields of Segmentation, such as Region growing, intersects with other areas such as Boundary.

His Image segmentation research is multidisciplinary, incorporating elements of Pixel and Nuclear medicine. His study in the field of Markov random field also crosses realms of Function. The various areas that Alexandre X. Falcão examines in his Artificial neural network study include Cluster analysis and Computer vision.

This overview was generated by a machine learning system which analysed the scientist’s body of work. If you have any feedback, you can contact us here.

Top Publications

The image foresting transform: theory, algorithms, and applications

A.X. Falcao;J. Stolfi;R. de Alencar Lotufo.
IEEE Transactions on Pattern Analysis and Machine Intelligence (2004)

802 Citations

User-steered image segmentation paradigms: live wire and live lane

Alexandre X. Falcão;Jayaram K. Udupa;Supun Samarasekera;Shoba Sharma.
Graphical Models and Image Processing (1998)

775 Citations

Supervised pattern classification based on optimum-path forest

J. P. Papa;A. X. Falcão;C. T. N. Suzuki.
International Journal of Imaging Systems and Technology (2009)

474 Citations

Deep Representations for Iris, Face, and Fingerprint Spoofing Detection

David Menotti;Giovani Chiachia;Allan Pinto;William Robson Schwartz.
IEEE Transactions on Information Forensics and Security (2015)

434 Citations

A compact and efficient image retrieval approach based on border/interior pixel classification

Renato O. Stehling;Mario A. Nascimento;Alexandre X. Falcão.
conference on information and knowledge management (2002)

431 Citations

An ultra-fast user-steered image segmentation paradigm: live wire on the fly

A.X. Falcao;J.K. Udupa;F.K. Miyazawa.
IEEE Transactions on Medical Imaging (2000)

379 Citations

Content-Based Image Retrieval: Theory and Applications.

Ricardo da Silva Torres;Alexandre X. Falcão.
Revista De Informática Teórica E Aplicada (2006)

374 Citations

Efficient supervised optimum-path forest classification for large datasets

JoãO P. Papa;Alexandre X. FalcãO;Victor Hugo C. De Albuquerque;JoãO Manuel R. S. Tavares.
Pattern Recognition (2012)

268 Citations

A genetic programming framework for content-based image retrieval

Ricardo da S. Torres;Alexandre X. Falcão;Marcos A. Gonçalves;João P. Papa.
Pattern Recognition (2009)

237 Citations

Visualizing the Hidden Activity of Artificial Neural Networks

Paulo E. Rauber;Samuel G. Fadel;Alexandre X. Falcao;Alexandru C. Telea.
IEEE Transactions on Visualization and Computer Graphics (2017)

223 Citations

Profile was last updated on December 6th, 2021.
Research.com Ranking is based on data retrieved from the Microsoft Academic Graph (MAG).
The ranking h-index is inferred from publications deemed to belong to the considered discipline.

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Top Scientists Citing Alexandre X. Falcão

João Paulo Papa

João Paulo Papa

Sao Paulo State University

Publications: 145

Jayaram K. Udupa

Jayaram K. Udupa

University of Pennsylvania

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Ricardo da Silva Torres

Ricardo da Silva Torres

Norwegian University of Science and Technology

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Punam K. Saha

Punam K. Saha

University of Iowa

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Victor Hugo C. de Albuquerque

Victor Hugo C. de Albuquerque

Universidade Federal do Ceará

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Roberto A. Lotufo

Roberto A. Lotufo

State University of Campinas

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Anderson Rocha

Anderson Rocha

State University of Campinas

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Alexandru Telea

Alexandru Telea

Utrecht University

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Marcos André Gonçalves

Marcos André Gonçalves

Universidade Federal de Minas Gerais

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Ulas Bagci

Ulas Bagci

University of Central Florida

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Laurent Najman

Laurent Najman

École Supérieure d'Ingénieurs en Électrotechnique et Électronique

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João Manuel R. S. Tavares

João Manuel R. S. Tavares

University of Porto

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Amir H. Gandomi

Amir H. Gandomi

University of Technology Sydney

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Amir H. Alavi

Amir H. Alavi

University of Pittsburgh

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Leo Grady

Leo Grady

Paige

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