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Alexandre Xavier Falcão

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Universidade Estadual de Campinas (UNICAMP). Instituto de Computação (IC)  (Institutional affiliation for the last research proposal)
Birthplace: Brazil

graduate at Electrical Engineering from Federal University of Pernambuco (1988), Master's at Electrical Engineering from University of Campinas (1993) and Ph.d. at Electrical Engineering from University of Campinas (1996). Since 1998 is professor at Institute of Computing, University of Campinas, becoming associate professor in 2003 and full professor in 2011. Has experience in Computer Science, with emphasis on Image Processing, acting in the following topics: Fuzzy object models for recognition and image/video segmentation; interactive image segmentation; design of image operators using graphs; content-based image annotation and retrieval; image analysis and pattern recognition; learning and design of image descriptors; object detection and pose estimation in video; machine learning, classification, and grouping using optimum-path forest; and volumetric visualization. Applications of interest involve Public Health and Parasitology, Plant Biology, Human and Veterinary Medicine, Endodontics, Geology, Biometry, and Agriculture. (Source: Lattes Curriculum)

Research grants
Ongoing (most recent)
Completed (most recent)

  • Abstract

    Superpixel based research has gained much importance in the field of computer vision over the last decade. Results from algorithms based on superpixels show promise in typical computer vision problems like segmentation, tracking, and, depth estimation. However, generation of superpixels still remains a challenging problem. Many graph-based as well as gradient ascent-based methods are ap...

    Superpixel generation based on Optimum-Path Forest image segmentation, AV.EXT

  • Abstract

    Biometrics systems have significantly improved person identification and authentication, playing an important role in personal, national, and global security.However, these systems might be deceived (or ``spoofed'') and, despite the recent advances in spoofing detection, current solutions often rely on domain knowledge, specific biometric reading systems, and attack types.We assume a ve...

    Deep representations for iris, face, and fingerprint spoofing detection, PUB.ART

  • Abstract

    Many methods have been recently proposed to deal with the large amount of data provided by the new remote sensing technologies. Several of those methods rely on the use of segmented regions. However, a common issue in region-based applications is the definition of the appropriate representation scale of the data, a problem usually addressed by exploiting multiple scales of segmentation....

    Efficient and effective hierarchical feature propagation, PUB.ART
See more Completed research grants

(Only some records are available in English at this moment)

Scholarships in Brazil
Ongoing (most recent)

  • Abstract

    This project will address two machine learning problems: (I) feature learning and (II) active learning. In both cases, the strategy is to involve the expert in the machine learning loop by means of visual analytics tools. In (I), the expert shall be able to understand and intervene in the deep learning process in order to design more effective image descriptors. In (II), the expert shal...

    Multidimensional data visualization guided by machine learning, BP.PD

  • Abstract

    Deep learning techniques have become very popular in the design of image descriptors and pattern classifiers as a single pipeline. A well-known drawback in those techniques, however, is the need of large training sets with pre-annotated samples. Unfortunately, in several applications of the Sciences and Engineering, it is difficult to count on specialists to pre-annotate large training ...

    Interactive Learning of Visual Dictionaries Applied to Image Classification, BP.DR
Completed (most recent)
See more Completed scholarships in Brazil

(Only some records are available in English at this moment)

Scholarships abroad
Ongoing (most recent)

  • Abstract

    Image segmentation is one of the most studied topics in the computer visioncommunity today. In this context, weakly supervised methods are starting togain attention because of the vast amount of labeled data necessary for al-gorithms with standard training procedure. Another approach to tackle thisproblem is to improve the existing methods for image an...

    Interactive Co-Segmentation with projection learning, BE.EP.IC
Completed (most recent)

  • Abstract

    Deep neural networks can be very effective for image classification, but they usually rely on regularization methods, transfer learning, and/or large supervised training sets to reduce/avoid high classification accuracy on the training data with low accuracy on unseen test sets --- i.e., a phenomenon known as data overfitting. Transfer learning is not always possible and large supervise...

    Visual analytics for user-assisted label propagation in neural-network image classifier design, BE.EP.MS

  • Abstract

    The vast majority of human settlements have been annotated by some mapping service, like google, bing, or open street maps. However, several rural areas, specially in developing countries, are not annotated in any of the existing mapping services. Rural building mapping is important to support demographic studies and to plan actions in response to crises that affect those areas. In this...

    Interactive rural building detection and delineation using remote sensing images, BE.EP.DR

  • Abstract

    Problem: The shoot apical meristem is a network of cells located at the top of plants responsiblefor all above ground plant growth. Since most of what humans eat, such as grains and fruits, is derived from the shoot, biologists around the world investigate the regulatory mechanisms that drive a healthy growth of the meristem and the crops that depend on it. Computer simulations done on ...

    SAMSAM: segmentation for analysis and measurements in the shoot apical meristem, BE.EP.PD
See more Completed scholarships abroad

(Only some records are available in English at this moment)

FAPESP support in numbers * Updated December 07, 2019
Total / Available in English
1 / 1 Ongoing research grants
9 / 6 Completed research grants
2 / 2 Ongoing scholarships in Brazil
34 / 16 Completed scholarships in Brazil
1 / 1 Ongoing scholarships abroad
5 / 4 Completed scholarships abroad
52 / 30 All research grants and scholarships
Associated processes
Most frequent collaborators in research granted by FAPESP
Contact researcher

Use this Research Supported by FAPESP (BV/FAPESP) channel only to send messages referring to FAPESP-funded scientific projects.


 

 

 

 

Keywords used by the researcher
Collective Health Computer Science Health Sciences Medicine Physical Sciences and Mathematics
Scientific publications resulting from Research Grants and Scholarships under the grantee's responsibility (75)

(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)

Publications72
Citations588
Cit./Article8.2
Data from Web of Science

PEREIRA, DANILLO R.; PISANI, RODRIGO J.; DE SOUZA, ANDRE N.; PAPA, JOAO P.. An Ensemble-Based Stacked Sequential Learning Algorithm for Remote Sensing Imagery Classification. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 10, n. 4, p. 1525-1541, . Web of Science Citations: 0.

DA SILVA, EDUARDO SANT'ANA; SANTOS, ANDERSON; PEDRINI, HELIO. METRICS FOR IMAGE SURFACE APPROXIMATION BASED ON TRIANGULAR MESHES. IMAGE ANALYSIS & STEREOLOGY, v. 37, n. 1, p. 71-82, . Web of Science Citations: 0.

CORDOVA NEIRA, MANUEL ALBERTO; MENDES JUNIOR, PEDRO RIBEIRO; ROCHA, ANDERSON; TORRES, RICARDO DA SILVA. Data-Fusion Techniques for Open-Set Recognition Problems. IEEE ACCESS, v. 6, p. 21242-U24, . Web of Science Citations: 2.

MIRANDA, PAULO A. V.; FALCAO, ALEXANDRE XAVIER; SPINA, THIAGO V.. Riverbed: A Novel User-Steered Image Segmentation Method Based on Optimum Boundary Tracking. IEEE Transactions on Image Processing, v. 21, n. 6, p. 3042-3052, . Web of Science Citations: 24.

SUZUKI, CELSO T. N.; GOMES, JANCARLO F.; FALCAO, ALEXANDRE X.; PAPA, JOAO P.; HOSHINO-SHIMIZU, SUMIE. Automatic Segmentation and Classification of Human Intestinal Parasites From Microscopy Images. IEEE Transactions on Biomedical Engineering, v. 60, n. 3, p. 803-812, . Web of Science Citations: 24.

DOS SANTOS, JEFERSSON ALEX; GOSSELIN, PHILIPPE-HENRI; PHILIPP-FOLIGUET, SYLVIE; TORRES, RICARDO DA S.; FALCAO, ALEXANDRE XAVIER. Interactive Multiscale Classification of High-Resolution Remote Sensing Images. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 6, n. 4, p. 2020-2034, . Web of Science Citations: 18.

MINGIREANOV FILHO, IVAN; SPINA, THIAGO VALLIN; FALCAO, ALEXANDRE XAVIER; VIDAL, ALEXANDRE CAMPANE. Segmentation of sandstone thin section images with separation of touching grains using optimum path forest operators. Computers & Geosciences, v. 57, p. 146-157, . Web of Science Citations: 5.

FALCÃO‚ A.X.; UDUPA‚ J.K.. A 3D generalization of user-steered live-wire segmentation. MEDICAL IMAGE ANALYSIS, v. 4, n. 4, p. 389-402, .

DOS SANTOS, JEFERSSON ALEX; GOSSELIN, PHILIPPE-HENRI; PHILIPP-FOLIGUET, SYLVIE; TORRES, RICARDO DA S.; FALCAO, ALEXANDRE XAVIER. Multiscale Classification of Remote Sensing Images. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 50, n. 10, 1, p. 3764-3775, . Web of Science Citations: 47.

MIRANDA, PAULO A. V.; FALCAO, ALEXANDRE X.; ROCHA, ANDERSON; BERGO, FELIPE P. G.. Object delineation by kappa-connected components. EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, . Web of Science Citations: 13.

NYÚL‚ L.G.; FALCÃO‚ A.X.; UDUPA‚ J.K.. Fuzzy-connected 3D image segmentation at interactive speeds. GRAPHICAL MODELS, v. 64, n. 5, p. 259-281, .

RUPPERT, GUILHERME C. S.; CHIACHIA, GIOVANI; BERGO, FELIPE P. G.; FAVRETTO, FERNANDA O.; YASUDA, CLARISSA L.; ROCHA, ANDERSON; FALCAO, ALEXANDRE X.. Medical image registration based on watershed transform from greyscale marker and multi-scale parameter search. COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING-IMAGING AND VISUALIZATION, v. 5, n. 2, p. 138-156, . Web of Science Citations: 2.

PAPA, JOAO PAULO; ROSA, GUSTAVO HENRIQUE; PAPA, LUCIENE PATRICI. A binary-constrained Geometric Semantic Genetic Programming for feature selection purposes. PATTERN RECOGNITION LETTERS, v. 100, p. 59-66, . Web of Science Citations: 3.

BONDI, L.; BAROFFIO, L.; CESANA, M.; TAGLIASACCHI, M.; CHIACHIA, G.; ROCHA, A.. Rate-energy-accuracy optimization of convolutional architectures for face recognition. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, v. 36, p. 142-148, . Web of Science Citations: 2.

DE SOUZA, GUSTAVO BOTELHO; DA SILVA SANTOS, DANIEL FELIPE; PIRES, RAFAEL GONCALVES; MARANA, APARECIDO NILCEU; PAPA, JOAO PAULO. DEEP FEATURES EXTRACTION FOR ROBUST FINGERPRINT SPOOFING ATTACK DETECTION. JOURNAL OF ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING RESEARCH, v. 9, n. 1, p. 41-49, . Web of Science Citations: 4.

ESMAEL, AGNALDO APARECIDO; DOS SANTOS, JEFERSSON ALEX; TORRES, RICARDO DA SILVA. On the ensemble of multiscale object-based classifiers for aerial images: a comparative study. MULTIMEDIA TOOLS AND APPLICATIONS, v. 77, n. 19, p. 24565-24592, . Web of Science Citations: 0.

PASSOS, JR., LEANDRO APARECIDO; PAPA, JOAO PAULO. Temperature-Based Deep Boltzmann Machines. NEURAL PROCESSING LETTERS, v. 48, n. 1, p. 95-107, . Web of Science Citations: 1.

MELO DE OLIVEIRA SANTOS, CECILIA LIRA; CAMARGO LAMPARELLI, RUBENS AUGUSTO; DANTAS ARAUJO FIGUEIREDO, GLEYCE KELLY; DUPUY, STEPHANE; BOURY, JULIE; DOS SANTOS LUCIANO, ANA CLAUDIA; TORRES, RICARDO DA SILVA; LE MAIRE, GUERRIC. Classification of Crops, Pastures, and Tree Plantations along the Season with Multi-Sensor Image Time Series in a Subtropical Agricultural Region. REMOTE SENSING, v. 11, n. 3, . Web of Science Citations: 3.

AFONSO, LUIS C. S.; ROSA, GUSTAVO H.; PEREIRA, CLAYTON R.; WEBER, SILKE A. T.; HOOK, CHRISTIAN; ALBUQUERQUE, VICTOR HUGO C.; PAPA, JOAO P.. A recurrence plot-based approach for Parkinson's disease identification. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, v. 94, p. 282-292, . Web of Science Citations: 4.

ALMEIDA, ALEXANDRE E.; TORRES, RICARDO DA S.. Remote Sensing Image Classification Using Genetic-Programming-Based Time Series Similarity Functions. IEEE Geoscience and Remote Sensing Letters, v. 14, n. 9, p. 1499-1503, . Web of Science Citations: 3.

DA COSTA, KELTON A. P.; PAPA, JOAO P.; LISBOA, CELSO O.; MUNOZ, ROBERTO; DE ALBUQUERQUE, VICTOR HUGO C.. Internet of Things: A survey on machine learning-based intrusion detection approaches. Computer Networks, v. 151, p. 147-157, . Web of Science Citations: 4.

PHELLAN, RENZO; LINDNER, THOMAS; HELLE, MICHAEL; FALCAO, ALEXANDRE X.; FORKERT, NILS DANIEL. Automatic Temporal Segmentation of Vessels of the Brain Using 4D ASL MRA Images. IEEE Transactions on Biomedical Engineering, v. 65, n. 7, p. 1486-1494, . Web of Science Citations: 1.

PEREIRA, CLAYTON R.; PEREIRA, DANILO R.; ROSA, GUSTAVO H.; ALBUQUERQUE, VICTOR H. C.; WEBER, SILKE A. T.; HOOK, CHRISTIAN; PAPA, JOAO P.. Handwritten dynamics dynamics assessment through convolutional neural networks: An application to Parkinson's disease identification. ARTIFICIAL INTELLIGENCE IN MEDICINE, v. 87, p. 67-77, . Web of Science Citations: 13.

IWASHITA, ADRIANA SAYURI; PAPA, JOAO PAULO. An Overview on Concepts Drift Learning. IEEE ACCESS, v. 7, p. 1532-1547, . Web of Science Citations: 0.

VARGAS-MUNOZ, JOHN E.; LOBRY, SYLVAIN; FALCAO, ALEXANDRE X.; TUIA, DEVIS. Correcting rural building annotations in OpenStreetMap using convolutional neural networks. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, v. 147, p. 283-293, . Web of Science Citations: 2.

MARIANO, GREICE C.; STAGGEMEIER, VANESSA G.; CERDEIRA MORELLATO, LEONOR PATRICIA; TORRES, RICARDO DA S.. Multivariate cyclical data visualization using radial visual rhythms: A case study in phenology analysis. ECOLOGICAL INFORMATICS, v. 46, p. 19-35, . Web of Science Citations: 2.

DE ROSA, GUSTAVO H.; PAPA, JOAO P.; YANG, XIN-S. Handling dropout probability estimation in convolution neural networks using meta-heuristics. SOFT COMPUTING, v. 22, n. 18, SI, p. 6147-6156, . Web of Science Citations: 0.

KHOJASTEH, PARHAM; PASSOS JUNIOR, LEANDRO APARECIDO; CARVALHO, TIAGO; REZENDE, EDMAR; ALIAHMAD, BEHZAD; PAPA, JOAO PAULO; KUMAR, DINESH KANT. Exudate detection in fundus images using deeply-learnable features. COMPUTERS IN BIOLOGY AND MEDICINE, v. 104, p. 62-69, . Web of Science Citations: 3.

REBOUCAS FILHO, PEDRO P.; DA SILVA BARROS, ANTONIO C.; RAMALHO, GERALDO L. B.; PEREIRA, CLAYTON R.; PAPA, JOAO PAULO; DE ALBUQUERQUE, VICTOR HUGO C.; TAVARES, JOAO MANUEL R. S.. Automated recognition of lung diseases in CT images based on the optimum-path forest classifier. NEURAL COMPUTING & APPLICATIONS, v. 31, n. 2, p. 901-914, . Web of Science Citations: 1.

IWASHITA, ADRIANA SAYURI; DE ALBUQUERQUE, VICTOR HUGO C.; PAPA, JOAO PAULO. Learning concept drift with ensembles of optimum-path forest-based classifiers. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, v. 95, p. 198-211, . Web of Science Citations: 0.

PAPA, JOAO P.; ROSA, GUSTAVO H.; DE SOUZA, ANDRE N.; AFONSO, LUIS C. S.. Feature selection through binary brain storm optimization. COMPUTERS & ELECTRICAL ENGINEERING, v. 72, p. 468-481, . Web of Science Citations: 2.

ALYASSERI, ZAID ABDI ALKAREEM; KHADER, AHAMAD TAJUDIN; AL-BETAR, MOHAMMED AZMI; PAPA, JOAO P.; ALOMARI, OSAMA AHMAD. EEG Feature Extraction for Person Identification Using Wavelet Decomposition and Multi-Objective Flower Pollination Algorithm. IEEE ACCESS, v. 6, p. 76007-76024, . Web of Science Citations: 3.

WERNECK, RAFAEL DE OLIVEIRA; DE ALMEIDA, WALDIR RODRIGUES; STEIN, BERNARDO VECCHIA; PAZINATO, DANIEL VATANABE; MENDES JUNIOR, PEDRO RIBEIRO; BIZETTO PENATTI, OTAVIO AUGUSTO; ROCHA, ANDERSON; TORRES, RICARDO DA SILVA. Kuaa: A unified framework for design, deployment, execution, and recommendation of machine learning experiments. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, v. 78, n. 1, p. 59-76, . Web of Science Citations: 1.

ALCANTARA, MARLON F.; PEDRINI, HELIO; CAO, YU. Human Action Classification Based on Silhouette Indexed Interest Points for Multiple Domains. INTERNATIONAL JOURNAL OF IMAGE AND GRAPHICS, v. 17, n. 3, . Web of Science Citations: 1.

SILVA, FERNANDA B.; WERNECK, RAFAEL DE O.; GOLDENSTEIN, SIOME; TABBONE, SALVATORE; TORRES, RICARDO DA S.. Graph-based bag-of-words for classification. PATTERN RECOGNITION, v. 74, p. 266-285, . Web of Science Citations: 13.

CHIACHIA, GIOVANI; FALCAO, ALEXANDRE X.; PINTO, NICOLAS; ROCHA, ANDERSON; COX, DAVID. Learning Person-Specific Representations From Faces in the Wild. IEEE Transactions on Information Forensics and Security, v. 9, n. 12, p. 2089-2099, . Web of Science Citations: 20.

SPINA, THIAGO V.; DE MIRANDA, PAULO A. V.; FALCAO, ALEXANDRE X.. INTELLIGENT UNDERSTANDING OF USER INTERACTION IN IMAGE SEGMENTATION. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, v. 26, n. 2, . Web of Science Citations: 5.

RAMOS, CAIO C. O.; SOUZA, ANDRE N.; CHIACHIA, GIOVANI; FALCAO, ALEXANDRE X.; PAPA, JOAO P.. A novel algorithm for feature selection using Harmony Search and its application for non-technical losses detection. COMPUTERS & ELECTRICAL ENGINEERING, v. 37, n. 6, p. 886-894, . Web of Science Citations: 53.

CROWELL, SAMUEL; FALCAO, ALEXANDRE X.; SHAH, ANKUR; WILSON, ZACHARY; GREENBERG, ANTHONY J.; MCCOUCH, SUSAN R.. High-Resolution Inflorescence Phenotyping Using a Novel Image-Analysis Pipeline, PANorama. Plant Physiology, v. 165, n. 2, p. 479-495, . Web of Science Citations: 25.

MINETTO, R.; SPINA, T. V.; FALCAO, A. X.; LEITE, N. J.; PAPA, J. P.; STOLFI, J.. IFTrace: Video segmentation of deformable objects using the Image Foresting Transform. COMPUTER VISION AND IMAGE UNDERSTANDING, v. 116, n. 2, p. 274-291, . Web of Science Citations: 4.

PEREIRA, DANILLO R.; PISANI, RODRIGO J.; DE SOUZA, ANDRE N.; PAPA, JOAO P.. An Ensemble-Based Stacked Sequential Learning Algorithm for Remote Sensing Imagery Classification. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 10, n. 4, p. 1525-1541, . Web of Science Citations: 0.

DA SILVA, EDUARDO SANT'ANA; SANTOS, ANDERSON; PEDRINI, HELIO. METRICS FOR IMAGE SURFACE APPROXIMATION BASED ON TRIANGULAR MESHES. IMAGE ANALYSIS & STEREOLOGY, v. 37, n. 1, p. 71-82, . Web of Science Citations: 0.

CORDOVA NEIRA, MANUEL ALBERTO; MENDES JUNIOR, PEDRO RIBEIRO; ROCHA, ANDERSON; TORRES, RICARDO DA SILVA. Data-Fusion Techniques for Open-Set Recognition Problems. IEEE ACCESS, v. 6, p. 21242-U24, . Web of Science Citations: 2.

MIRANDA, PAULO A. V.; FALCAO, ALEXANDRE XAVIER; SPINA, THIAGO V.. Riverbed: A Novel User-Steered Image Segmentation Method Based on Optimum Boundary Tracking. IEEE Transactions on Image Processing, v. 21, n. 6, p. 3042-3052, . Web of Science Citations: 24.

SUZUKI, CELSO T. N.; GOMES, JANCARLO F.; FALCAO, ALEXANDRE X.; PAPA, JOAO P.; HOSHINO-SHIMIZU, SUMIE. Automatic Segmentation and Classification of Human Intestinal Parasites From Microscopy Images. IEEE Transactions on Biomedical Engineering, v. 60, n. 3, p. 803-812, . Web of Science Citations: 24.

DOS SANTOS, JEFERSSON ALEX; GOSSELIN, PHILIPPE-HENRI; PHILIPP-FOLIGUET, SYLVIE; TORRES, RICARDO DA S.; FALCAO, ALEXANDRE XAVIER. Interactive Multiscale Classification of High-Resolution Remote Sensing Images. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 6, n. 4, p. 2020-2034, . Web of Science Citations: 18.

MINGIREANOV FILHO, IVAN; SPINA, THIAGO VALLIN; FALCAO, ALEXANDRE XAVIER; VIDAL, ALEXANDRE CAMPANE. Segmentation of sandstone thin section images with separation of touching grains using optimum path forest operators. Computers & Geosciences, v. 57, p. 146-157, . Web of Science Citations: 5.

FALCÃO‚ A.X.; UDUPA‚ J.K.. A 3D generalization of user-steered live-wire segmentation. MEDICAL IMAGE ANALYSIS, v. 4, n. 4, p. 389-402, .

DOS SANTOS, JEFERSSON ALEX; GOSSELIN, PHILIPPE-HENRI; PHILIPP-FOLIGUET, SYLVIE; TORRES, RICARDO DA S.; FALCAO, ALEXANDRE XAVIER. Multiscale Classification of Remote Sensing Images. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 50, n. 10, 1, p. 3764-3775, . Web of Science Citations: 47.

MIRANDA, PAULO A. V.; FALCAO, ALEXANDRE X.; ROCHA, ANDERSON; BERGO, FELIPE P. G.. Object delineation by kappa-connected components. EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, . Web of Science Citations: 13.

PHELLAN, RENZO; LINDNER, THOMAS; HELLE, MICHAEL; FALCAO, ALEXANDRE X.; OKELL, THOMAS W.; FORKERT, NILS D.. A methodology for generating four-dimensional arterial spin labeling MR angiography virtual phantoms. MEDICAL IMAGE ANALYSIS, v. 56, p. 184-192, . Web of Science Citations: 0.

MUNOZ, JAVIER VARGAS; GONCALVES, MARCOS A.; DIAS, ZANONI; TORRES, RICARDO DA S.. Hierarchical Clustering-Based Graphs for Large Scale Approximate Nearest Neighbor Search. PATTERN RECOGNITION, v. 96, . Web of Science Citations: 0.

ROBERTO E SOUZA, MARCOS; RODRIGUES DA FONSECA, LUIZ FERNANDO; PEDRINI, HELIO. Improvement of global motion estimation in two-dimensional digital video stabilisation methods. IET IMAGE PROCESSING, v. 12, n. 12, p. 2204-2211, . Web of Science Citations: 0.

MENOTTI, DAVID; CHIACHIA, GIOVANI; PINTO, ALLAN; SCHWARTZ, WILLIAM ROBSON; PEDRINI, HELIO; FALCAO, ALEXANDRE XAVIER; ROCHA, ANDERSON. Deep Representations for Iris, Face, and Fingerprint Spoofing Detection. IEEE Transactions on Information Forensics and Security, v. 10, n. 4, p. 864-879, . Web of Science Citations: 148.

CROWELL, SAMUEL; KORNILIEV, PAVEL; FALCAO, ALEXANDRE; ISMAIL, ABDELBAGI; GREGORIO, GLENN; MEZEY, JASON; MCCOUCH, SUSAN. Genome-wide association and high-resolution phenotyping link Oryza sativa panicle traits to numerous trait-specific QTL clusters. NATURE COMMUNICATIONS, v. 7, . Web of Science Citations: 51.

DA COSTA, KELTON A. P.; PAPA, JOAO P.; LISBOA, CELSO O.; MUNOZ, ROBERTO; DE ALBUQUERQUE, VICTOR HUGO C.. Internet of Things: A survey on machine learning-based intrusion detection approaches. Computer Networks, v. 151, p. 147-157, . Web of Science Citations: 4.

PHELLAN, RENZO; LINDNER, THOMAS; HELLE, MICHAEL; FALCAO, ALEXANDRE X.; FORKERT, NILS DANIEL. Automatic Temporal Segmentation of Vessels of the Brain Using 4D ASL MRA Images. IEEE Transactions on Biomedical Engineering, v. 65, n. 7, p. 1486-1494, . Web of Science Citations: 1.

PEREIRA, CLAYTON R.; PEREIRA, DANILO R.; ROSA, GUSTAVO H.; ALBUQUERQUE, VICTOR H. C.; WEBER, SILKE A. T.; HOOK, CHRISTIAN; PAPA, JOAO P.. Handwritten dynamics dynamics assessment through convolutional neural networks: An application to Parkinson's disease identification. ARTIFICIAL INTELLIGENCE IN MEDICINE, v. 87, p. 67-77, . Web of Science Citations: 13.

IWASHITA, ADRIANA SAYURI; PAPA, JOAO PAULO. An Overview on Concepts Drift Learning. IEEE ACCESS, v. 7, p. 1532-1547, . Web of Science Citations: 0.

VARGAS-MUNOZ, JOHN E.; LOBRY, SYLVAIN; FALCAO, ALEXANDRE X.; TUIA, DEVIS. Correcting rural building annotations in OpenStreetMap using convolutional neural networks. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, v. 147, p. 283-293, . Web of Science Citations: 2.

MARIANO, GREICE C.; STAGGEMEIER, VANESSA G.; CERDEIRA MORELLATO, LEONOR PATRICIA; TORRES, RICARDO DA S.. Multivariate cyclical data visualization using radial visual rhythms: A case study in phenology analysis. ECOLOGICAL INFORMATICS, v. 46, p. 19-35, . Web of Science Citations: 2.

DE ROSA, GUSTAVO H.; PAPA, JOAO P.; YANG, XIN-S. Handling dropout probability estimation in convolution neural networks using meta-heuristics. SOFT COMPUTING, v. 22, n. 18, SI, p. 6147-6156, . Web of Science Citations: 0.

KHOJASTEH, PARHAM; PASSOS JUNIOR, LEANDRO APARECIDO; CARVALHO, TIAGO; REZENDE, EDMAR; ALIAHMAD, BEHZAD; PAPA, JOAO PAULO; KUMAR, DINESH KANT. Exudate detection in fundus images using deeply-learnable features. COMPUTERS IN BIOLOGY AND MEDICINE, v. 104, p. 62-69, . Web of Science Citations: 3.

REBOUCAS FILHO, PEDRO P.; DA SILVA BARROS, ANTONIO C.; RAMALHO, GERALDO L. B.; PEREIRA, CLAYTON R.; PAPA, JOAO PAULO; DE ALBUQUERQUE, VICTOR HUGO C.; TAVARES, JOAO MANUEL R. S.. Automated recognition of lung diseases in CT images based on the optimum-path forest classifier. NEURAL COMPUTING & APPLICATIONS, v. 31, n. 2, p. 901-914, . Web of Science Citations: 1.

IWASHITA, ADRIANA SAYURI; DE ALBUQUERQUE, VICTOR HUGO C.; PAPA, JOAO PAULO. Learning concept drift with ensembles of optimum-path forest-based classifiers. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, v. 95, p. 198-211, . Web of Science Citations: 0.

NACHIF FERNANDES, SILAS EVANDRO; PAPA, JOAO PAULO. Improving optimum-path forest learning using bag-of-classifiers and confidence measures. PATTERN ANALYSIS AND APPLICATIONS, v. 22, n. 2, p. 703-716, . Web of Science Citations: 1.

PEREIRA, CLAYTON R.; PEREIRA, DANILO R.; WEBER, SILKE A. T.; HOOK, CHRISTIAN; DE ALBUQUERQUE, VICTOR HUGO C.; PAPA, JOAO P.. A survey on computer-assisted Parkinson's Disease diagnosis. ARTIFICIAL INTELLIGENCE IN MEDICINE, v. 95, p. 48-63, . Web of Science Citations: 5.

AMORIM, WILLIAN PARAGUASSU; TETILA, EVERTON CASTELAO; PISTORI, HEMERSON; PAPA, JOAO PAULO. Semi-supervised learning with convolutional neural networks for UAV images automatic recognition. COMPUTERS AND ELECTRONICS IN AGRICULTURE, v. 164, . Web of Science Citations: 0.

NOGUEIRA, KEILLER; FADEL, SAMUEL G.; DOURADO, ICARO C.; WERNECK, RAFAEL DE O.; MUNOZ, V, JAVIER A.; PENATTI, OTAVIO A. B.; CALUMBY, RODRIGO T.; LI, LIN TZY; DOS SANTOS, JEFERSSON A.; TORRES, RICARDO DA S.. Exploiting ConvNet Diversity for Flooding Identification. IEEE Geoscience and Remote Sensing Letters, v. 15, n. 9, p. 1446-1450, . Web of Science Citations: 6.

RAUBER, PAULO E.; FALCAO, ALEXANDRE X.; TELEA, ALEXANDRU C.. Projections as visual aids for classification system design. INFORMATION VISUALIZATION, v. 17, n. 4, p. 282-305, . Web of Science Citations: 5.

AMORIM, WILLIAN P.; FALCAO, ALEXANDRE X.; PAPA, JOAO P.. Multi-label semi-supervised classification through optimum-path forest. INFORMATION SCIENCES, v. 465, p. 86-104, . Web of Science Citations: 3.

SOUZA, LUIZ; OLIVEIRA, LUCIANO; PAMPLONA, MAURICIO; PAPA, JOAO. How far did we get in face spoofing detection?. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, v. 72, p. 368-381, . Web of Science Citations: 1.

DE SOUZA JR, LUIS A.; PALM, CHRISTOPH; MENDEL, ROBERT; HOOK, CHRISTIAN; EBIGBO, ALANNA; PROBST, ANDREAS; MESSMANN, HELMUT; WEBER, SILKE; PAPA, JOAO P.. A survey on Barrett's esophagus analysis using machine learning. COMPUTERS IN BIOLOGY AND MEDICINE, v. 96, p. 203-213, . Web of Science Citations: 6.

RAMIREZ CORNEJO, JADISHA YARIF; PEDRINI, HELIO; MACHADO-LIMA, ARIANE; DOS SANTOS NUNES, FATIMA DE LOURDES. Down syndrome detection based on facial features using a geometric descriptor. JOURNAL OF MEDICAL IMAGING, v. 4, n. 4, . Web of Science Citations: 0.

DE SOUZA, GUSTAVO BOTELHO; DA SILVA SANTOS, DANIEL FELIPE; PIRES, RAFAEL GONCALVES; MARANA, APARECIDO NILCEU; PAPA, JOAO PAULO. Deep Texture Features for Robust Face Spoofing Detection. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, v. 64, n. 12, p. 1397-1401, . Web of Science Citations: 10.

Academic Publications

(References retrieved automatically from State of São Paulo Research Institutions)

SILVA, Maíra Saboia da. Aglomeração de pixels pela transformada imagem floresta e sua aplicação em segmentação de fundo de imagens natuarais. 2011. Dissertação (Mestrado) - Instituto de Computação. Universidade Estadual de Campinas (UNICAMP).

SUZUKI, Celso Tetsuo Nagase. Segmentação de imagens de prasitos intestinais do homem. 2007. Dissertação (Mestrado) - Instituto de Computação. Universidade Estadual de Campinas.

MOYA, Nikolas. Interactive segmentation of multiple 3D objects in medical images by optimum graph cuts : Segmentação interativa de múltiplos objetos 3D em imagens médicas por cortes ótimos em grafo. 2015. Dissertação (Mestrado) - Instituto de Computação. Universidade Estadual de Campinas.

STEHLING, Renato de Oliveira. Recuperação por conteudo em grandes coleções de imagens heterogeneas. 2002. Tese (Doutorado) – Instituto de Matematica, Estatistica e Computação Cientifica. Universidade Estadual de Campinas (UNICAMP).

FAVRETTO, Fernanda Oliveira. Registro de imagens 3D do cerebro humano. 2009. Dissertação (Mestrado) - Instituto de Computação. Universidade Estadual de Campinas (UNICAMP).

CAPPABIANCO, Fábio Augusto Menocci. Segmentação de tecidos do cerebro humano em imagens de ressonancia magnetica e sua avaliação. 2010. Tese (Doutorado) – Instituto de Computação. Universidade Estadual de Campinas (UNICAMP).

MIRANDA, Paulo André Vechiatto de. Reconhecimento e delineamento sinergicos de objetos em imagens com aplicações na medicina. 2009. Tese (Doutorado) – Instituto de Computação. Universidade Estadual de Campinas (UNICAMP).

CUNHA, Bruno Santos da. Projeto de operadores de processamento e analise de imagens baseados na transformada imagem-floresta. 2001. Dissertação (Mestrado) - Instituto de Computação. Universidade Estadual de Campinas (UNICAMP).

CARNIELLI, Giulliano Paes. Um metodo rapido para rendering de volumes com perspectiva digital. 1999. Dissertação (Mestrado) - Instituto de Computação. Universidade Estadual de Campinas (UNICAMP).

RAUBER, Paulo Eduardo. Visual analytics applied to image analysis = Análise visual aplicada à análise de imagens. 2017. Tese (Doutorado) – Universidade Estadual de Campinas, Instituto de Computação e Universidade de Groningen.

CAPPABIANCO, Fábio Augusto Menocci. Segmentação de tecidos do cerebro humano em imagens de ressonancia magnetica e sua avaliação. 2010. Tese (Doutorado) – Instituto de Computação. Universidade Estadual de Campinas (UNICAMP).

MIRANDA, Paulo André Vechiatto de. Reconhecimento e delineamento sinergicos de objetos em imagens com aplicações na medicina. 2009. Tese (Doutorado) – Instituto de Computação. Universidade Estadual de Campinas (UNICAMP).

CUNHA, Bruno Santos da. Projeto de operadores de processamento e analise de imagens baseados na transformada imagem-floresta. 2001. Dissertação (Mestrado) - Instituto de Computação. Universidade Estadual de Campinas (UNICAMP).

Patent applications

MÉTODO DE PREPARAÇÃO DE AMOSTRA COPROPARASITOLÓGINA FECAL E COMPOSIÇÃO CLARIFICANTE PI0905833-8 - Universidade Estadual de Campinas (UNICAMP). Celso Tetsuo Nagase Suzuki; Alexandre Xavier Falcão; Jancarlo Ferreira Gomes; Sumie Hoshino Shimizu - October 2009, 15

SISTEMA PARA DIAGNÓSTICO DE PARASITOS INTESTINAIS POR ANÁLISE COMPUTADORIZADA DE IMAGENS PI0605465-0 - Universidade Estadual de Campinas (UNICAMP). Alexandre Xavier Falcão; Celso Tetsuo Nagase Suzuki; Jancarlo Ferreira Gomes; João Paulo Papa; Luiz Cândido de Souza Dias; Sumie Hoshino Shimizu - November 2006, 30

SISTEMA PARA DIAGNOSTICO DE PARASITOS INTESTINAIS POR ANALISE COMPUTADORIZADA DE IMAGENS E USO DO REFERIDO SISTEMA PI0802292-5 - Universidade Estadual de Campinas (UNICAMP). Jancarlo Ferreira Gomes; João Paulo Papa; Luiz Cândido de Souza Dias; Sumie Hoshino Shimizu; Alexandre Xavier Falcão; Celso Tetsuo Nagase Suzuki - July 2008, 23

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