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Déjà vu: feature-space-time coherence from heterogeneous data for media integrity analytics and interpretation of events

Grant number: 17/12646-3
Support Opportunities:Research Projects - Thematic Grants
Duration: December 01, 2017 - November 30, 2023
Field of knowledge:Physical Sciences and Mathematics - Computer Science - Computing Methodologies and Techniques
Principal Investigator:Anderson de Rezende Rocha
Grantee:Anderson de Rezende Rocha
Host Institution: Instituto de Computação (IC). Universidade Estadual de Campinas (UNICAMP). Campinas , SP, Brazil
Pesquisadores principais:
Hélio Pedrini
Associated researchers: Adam Maciej Czajka ; Alexandre Mello Ferreira ; André Carlos Ponce de Leon Ferreira de Carvalho ; Eduardo Alves Do Valle Junior ; Edward John Delp Iii ; Fernanda Alcântara Andaló ; Gerberth Adín Ramírez Rivera ; Jacques Wainer ; Kevin Wilson Bowyer ; Kot Chi Chung Alex ; Lin Tzy Li ; Marcos André Gonçalves ; Paolo Bestagini ; Patrick Joseph Flynn ; Sandra Eliza Fontes de Avila ; Stefano Tubaro ; Walter Jerome Scheirer ; William Robson Schwartz ; Zanoni Dias
Associated scholarship(s):22/12201-0 - Fighting synthetic realities, BE.PQ
19/26283-5 - Learning visual clues of the passage of time, BP.PD
20/02211-2 - Provenance filtering and analysis, BP.DD
+ associated scholarships 20/02241-9 - Pattern discovery and event highlight from heterogenous sources, BP.DD
19/15825-1 - Mining persons, objects and places of interest from heterogeneous data sources, BP.DD
19/04053-8 - Event reconstruction from heterogeneous visual data, BP.DR
18/16214-3 - Heterogeneous data analysis for event detection, BP.MS
18/15864-4 - Scientific integrity: analysis of Misconduct in images of scientific papers, BP.IC
18/18264-8 - Monitoring of events in social networks for data collection, information analysis and temporal synchronization, BP.IC
18/10204-6 - Fighting "Fake News" Through Authorship Attribution and Phylogeny Analysis, BP.DR
18/16548-9 - Learning Visual Clues of the Passage of Time, BP.PD
17/21957-2 - Learning Visual Clues of the Passage of Time, BP.DR
18/05668-3 - Feature-space-time Coherence with Heterogeneous Data, BP.PD - associated scholarships

Abstract

In this research project, we focus on synchronizing specific events in space and time (X-coherence), fact-checking, and mining persons, objects and contents of interest from various and heterogeneous sources including - but not limited to - the internet, social media and surveillance imagery. For that, we seek to harness information from various media sources and synchronize the multiple textual and visual information pieces around the position of an event or object as well as order them so as to allow a better understanding about what happened before, during, and shortly after the event. After automatically organizing the data and understanding the order of the facts, we can devise and deploy solutions for mining persons or objects of interest for suspect analysis/tracking, fact checking, or even understanding the nature of the said event. Additionally, by exploring the possible existing links among different pieces of information, we aim at further designing and developing media integrity analytics tools to hint at existing forgeries, sensitive content (e.g., violent content, child pornography), and spreading patterns of multimedia objects online. With demanding and sophisticated crimes and terrorist threats becoming ever more pervasive, allied with the advent and spread of fake news, our objective is to use the developed solutions to help us answering the four most important questions in forensics regarding an event: "who," "in what circumstances," "why," and "how," thus identifying the characteristics and circumstances in which an event has taken place. (AU)

Articles published in Pesquisa FAPESP Magazine about the research grant:
<em>DEEPFAKE</em> 
Deepfake 
Discriminatory algorithms 
Algoritmos parciales 
Articles published in Agência FAPESP Newsletter about the research grant:
Articles published in other media outlets (0 total):
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VEICULO: TITULO (DATA)

Scientific publications (67)
(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)
ALEXANDRINO, ALEXSANDRO OLIVEIRA; LINTZMAYER, CARLA NEGRI; DIAS, ZANONI. Sorting permutations by fragmentation-weighted operations. JOURNAL OF BIOINFORMATICS AND COMPUTATIONAL BIOLOGY, v. 18, n. 2, . (17/12646-3, 17/16871-1, 17/16246-0, 15/11937-9)
ROBERTO E SOUZA, MARCOS; PEDRINI, HELIO. Visual rhythms for qualitative evaluation of video stabilization. EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, v. 2020, n. 1, . (14/12236-1, 17/12646-3)
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, . (14/50715-9, 16/50250-1, 17/16246-0, 17/20945-0, 14/12236-1, 13/50169-1, 15/11937-9, 17/12646-3, 13/50155-0, 15/24494-8)
OLIVEIRA, ANDRE R.; JEAN, GERALDINE; FERTIN, GUILLAUME; DIAS, ULISSES; DIAS, ZANONI. Super short operations on both gene order and intergenic sizes. Algorithms for Molecular Biology, v. 14, n. 1, . (17/12646-3, 17/16246-0, 13/08293-7, 15/11937-9)
OLIVEIRA, ANDRE RODRIGUES; BRITO, KLAIRTON LIMA; DIAS, ULISSES; DIAS, ZANONI. On the Complexity of Sorting by Reversals and Transpositions Problems. JOURNAL OF COMPUTATIONAL BIOLOGY, v. 26, n. 11, p. 1223-1229, . (13/08293-7, 17/16246-0, 15/11937-9, 17/12646-3)
LI, HAOLIANG; HE, PEISONG; WANG, SHIQI; ROCHA, ANDERSON; JIANG, XINGHAO; KOT, ALEX C.. Learning Generalized Deep Feature Representation for Face Anti-Spoofing. IEEE Transactions on Information Forensics and Security, v. 13, n. 10, p. 2639-2652, . (17/12646-3)
CARNEIRO, SARAH ALMEIDA; FERZOLI GUIMARAES, SILVIO JAMIL; PEDRINI, HELLO. High-Level Descriptors for Fall Event Detection Supported by a Multi-Stream Network. INTERNATIONAL JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING SYSTEMS, v. 12, n. 1, p. 11-21, . (14/12236-1, 17/12646-3)
LI, HAOLIANG; WANG, SHIQI; HE, PEISONG; ROCHA, ANDERSON. Face Anti-Spoofing With Deep Neural Network Distillation. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, v. 14, n. 5, p. 933-946, . (17/12646-3)
PADILHA, RAFAEL; ANDALO, FERNANDA A.; BERTOCCO, GABRIEL; ALMEIDA, WALDIR R.; DIAS, WILLIAM; RESEK, THIAGO; TORRES, RICARDO DA S.; WAINER, JACQUES; ROCHA, ANDERSON. Two-tiered face verification with low-memory footprint for mobile devices. IET BIOMETRICS, v. 9, n. 5, p. 205-215, . (17/12646-3, 17/21957-2)
VEGA-OLIVEROS, DIDIER A.; ZHAO, LIANG; ROCHA, ANDERSON; BERTON, LILIAN. Link Prediction Based on Stochastic Information Diffusion. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, . (13/07375-0, 18/24260-5, 19/07665-4, 16/23698-1, 15/50122-0, 17/12646-3, 18/01722-3, 19/26283-5)
THEOPHILO, ANTONIO; GIOT, ROMAIN; ROCHA, ANDERSON. Authorship Attribution of Social Media Messages. IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, . (18/10204-6, 17/12646-3)
BRITO, KLAIRTON L.; OLIVEIRA, ANDRE R.; ALEXANDRINO, ALEXSANDRO O.; DIAS, ULISSES; DIAS, ZANONI. An improved approximation algorithm for the reversal and transposition distance considering gene order and intergenic sizes. Algorithms for Molecular Biology, v. 16, n. 1, . (19/27331-3, 15/11937-9, 17/12646-3, 13/08293-7)
ALEXANDRINO, ALEXSANDRO OLIVEIRA; OLIVEIRA, ANDRE RODRIGUES; DIAS, ULISSES; DIAS, ZANONI. Incorporating intergenic regions into reversal and transposition distances with indels. JOURNAL OF BIOINFORMATICS AND COMPUTATIONAL BIOLOGY, v. 19, n. 6, SI, . (19/27331-3, 17/12646-3, 13/08293-7, 15/11937-9)
PADILHA, RAFAEL; RODRIGUES, CAROLINE MAZINI; ANDALO, FERNANDA; BERTOCCO, GABRIEL; DIAS, ZANONI; ROCHA, ANDERSON. Forensic Event Analysis: From Seemingly Unrelated Data to Understanding. IEEE SECURITY & PRIVACY, v. 18, n. 6, p. 23-32, . (18/16214-3, 17/21957-2, 17/12646-3)
FERREIRA, ANSELMO; FELIPUSSI, SIOVANI C.; PIRES, RAMON; AVILA, SANDRA; SANTOS, GEISE; LAMBERT, JORGE; HUANG, JIWU; ROCHA, ANDERSON. Eyes in the Skies: A Data-Driven Fusion Approach to Identifying Drug Crops From Remote Sensing Images. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 12, n. 12, p. 4773-4786, . (17/12646-3)
ODIR RODRIGUES MELO, CARLOS FERNANDO; NAVARRO, LUIZ CLAUDIO; DE OLIVEIRA, DIOGO NOIN; GUERREIRO, TATIANE MELINA; LIMA, ESTELA DE OLIVEIRA; DELAFIORI, JEANY; DABAJA, MOHAMED ZIAD; RIBEIRO, MARTA DA SILVA; DE MENEZES, MAICO; MARTINS RODRIGUES, RAFAEL GUSTAVO; et al. A Machine Learning Application Based in Random Forest for Integrating Mass Spectrometry-Based Metabolomic Data: A Simple Screening Method for Patients With Zika Virus. FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY, v. 6, . (14/00302-0, 11/50400-0, 15/06809-1, 16/17066-2, 17/12646-3)
NAVARRO, LUIZ C.; NAVARRO, ALEXANDRE K. W.; ROCHA, ANDERSON; DAHAB, RICARDO. Connecting the dots: Toward accountable machine-learning printer attribution methods. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, v. 53, p. 257-272, . (17/12646-3)
PIRES, RAMON; AVILA, SANDRA; WAINER, JACQUES; VALLE, EDUARDO; ABRAMOFF, MICHAEL D.; ROCHA, ANDERSON. A data-driven approach to referable diabetic retinopathy detection. ARTIFICIAL INTELLIGENCE IN MEDICINE, v. 96, n. SI, p. 93-106, . (17/12646-3)
MORAES, THIAGO; AMORIM, PAULO; DA SILVA, JORGE VICENTE; PEDRINI, HELIO. Medical image interpolation based on 3D Lanczos filtering. COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING-IMAGING AND VISUALIZATION, . (14/12236-1, 17/12646-3)
MENDOZA, JULIO; PEDRINI, HELIO. Detection and classification of lung nodules in chest X-ray images using deep convolutional neural networks. COMPUTATIONAL INTELLIGENCE, v. 36, n. 2, . (14/12236-1, 17/12646-3)
SANTOS, GEISE; PISANI, PAULO HENRIQUE; LEYVA, ROBERTO; LI, CHANG-TSUN; TAVARES, TIAGO; ROCHA, ANDERSON. Manifold learning for user profiling and identity verification using motion sensors. PATTERN RECOGNITION, v. 106, . (17/12646-3)
AMORIM, PAULO; MORAES, THIAGO; FAZANARO, DALTON; SILVA, JORGE; PEDRINI, HELIO. Shearlet and contourlet transforms for analysis of electrocardiogram signals. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, v. 161, p. 125-132, . (14/12236-1, 17/12646-3)
SOUZA, MARCOS R.; PEDRINI, HELIO. Digital video stabilization based on adaptive camera trajectory smoothing. EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, . (14/12236-1, 17/12646-3)
VITORINO, PAULO; AVILA, SANDRA; PEREZ, MAURICIO; ROCHA, ANDERSON. Leveraging deep neural networks to fight child pornography in the age of social media. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, v. 50, p. 303-313, . (17/12646-3)
MORAES, THIAGO; AMORIM, PAULO; DA SILVA, JORGE VICENTE; PEDRINI, HELIO. Medical image interpolation based on 3D Lanczos filtering. COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING-IMAGING AND VISUALIZATION, v. 8, n. 3, p. 294-300, . (17/12646-3, 14/12236-1)
BERTOCCO, GABRIEL C.; ANDALO, FERNANDA; ROCHA, ANDERSON. Unsupervised and Self-Adaptative Techniques for Cross-Domain Person Re-Identification. IEEE Transactions on Information Forensics and Security, v. 16, p. 4419-4434, . (19/15825-1, 17/12646-3)
BRITO, KLAIRTON LIMA; ALEXANDRINO, ALEXSANDRO OLIVEIRA; OLIVEIRA, ANDRE RODRIGUES; DIAS, ULISSES; DIAS, ZANONI. Reversals and transpositions distance with proportion restriction. JOURNAL OF BIOINFORMATICS AND COMPUTATIONAL BIOLOGY, v. 19, n. 4, . (19/27331-3, 17/12646-3, 17/16246-0, 13/08293-7, 15/11937-9)
DANTAS, ANA PAULA S.; DE SOUZA, CID C.; DIAS, ZANONI. A heuristic for the convex recoloring problem in graphs. International Transactions in Operational Research, . (15/11937-9, 17/12646-3, 18/04760-3, 17/16246-0)
DE OLIVEIRA, GABRIEL BIANCHIN; PEDRINI, HELIO; DIAS, ZANONI. nsemble of Template-Free and Template-Based Classifiers for Protein Secondary Structure Predictio. INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, v. 22, n. 21, . (19/20875-8, 17/12646-3, 17/16246-0)
ALEXANDRINO, ALEXSANDRO OLIVEIRA; OLIVEIRA, ANDRE RODRIGUES; DIAS, ULISSES; DIAS, ZANONI. Genome Rearrangement Distance with Reversals, Transpositions, and Indels. JOURNAL OF COMPUTATIONAL BIOLOGY, v. 28, n. 3, p. 235-247, . (17/16246-0, 19/27331-3, 15/11937-9, 17/12646-3)
BHARATI, APARNA; MOREIRA, DANIEL; FLYNN, PATRICK J.; ROCHA, ANDERSON DE REZENDE; BOWYER, KEVIN W.; SCHEIRER, WALTER J.. Transformation-Aware Embeddings for Image Provenance. IEEE Transactions on Information Forensics and Security, v. 16, p. 2493-2507, . (17/12646-3)
ALEXANDRINO, ALEXSANDRO OLIVEIRA; OLIVEIRA, ANDRE RODRIGUES; DIAS, ULISSES; DIAS, ZANONI. Labeled Cycle Graph for Transposition and Indel Distance. JOURNAL OF COMPUTATIONAL BIOLOGY, . (17/12646-3, 13/08293-7, 15/11937-9, 19/27331-3)
SIQUEIRA, GABRIEL; BRITO, KLAIRTON LIMA; DIAS, ULISSES; DIAS, ZANONI. euristics for Genome Rearrangement Distance With Replicated Gene. IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, v. 18, n. 6, p. 2094-2108, . (17/16246-0, 15/11937-9, 17/12646-3)
SIQUEIRA, GABRIEL; ALEXANDRINO, ALEXSANDRO OLIVEIRA; OLIVEIRA, ANDRE RODRIGUES; DIAS, ZANONI. Approximation algorithm for rearrangement distances considering repeated genes and intergenic regions. Algorithms for Molecular Biology, v. 16, n. 1, . (17/12646-3, 15/11937-9, 13/08293-7, 19/27331-3)
OLIVEIRA, ALBERTO; OAKLEY, ERIC; TORRES, RICARDO DA SILVA; ROCHA, ANDERSON. Relevance prediction in similarity-search systems using extreme value theory. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, v. 60, p. 236-249, . (14/50715-9, 16/50250-1, 17/20945-0, 14/12236-1, 17/12646-3, 13/50155-0, 15/24494-8)
RAIMUNDO, MARCOS M.; DRUMOND, THALITA F.; MARQUES, ALAN CAIO R.; LYRA, CHRISTIANO; ROCHA, ANDERSON; VON ZUBEN, FERNANDO J.. Exploring multiobjective training in multiclass classification. Neurocomputing, v. 435, p. 307-320, . (16/19080-2, 14/11125-1, 14/13533-0, 17/12646-3)
RODRIGUES, CAROLINE MAZINI; SORIANO-VARGAS, AUREA; LAVI, BAHRAM; ROCHA, ANDERSON; DIAS, ZANONI. Manifold Learning for Real-World Event Understanding. IEEE Transactions on Information Forensics and Security, v. 16, p. 2957-2972, . (18/16548-9, 18/16214-3, 17/16246-0, 15/11937-9, 18/05668-3, 13/08293-7, 17/12646-3, 17/16871-1)
QUISPE, RODOLFO; LAN, CUILING; ZENG, WENJUN; PEDRINI, HELIO. AttributeNet: Attribute enhanced vehicle re-identification. Neurocomputing, v. 465, p. 84-92, . (17/12646-3)
ALEXANDRINO, ALEXSANDRO OLIVEIRA; MIRANDA, GUILHERME HENRIQUE SANTOS; LINTZMAYER, CARLA NEGRI; DIAS, ZANONI. Length-weighted lambda-rearrangement distance. JOURNAL OF COMBINATORIAL OPTIMIZATION, v. 41, n. 3, p. 579-602, . (17/16246-0, 15/11937-9, 17/12646-3)
PADILHA, RAFAEL; ANDALO, FERNANDA A.; LAVI, BAHRAM; PEREIRA, LUIS A. M.; ROCHA, ANDERSON. Temporally sorting images from real-world events. PATTERN RECOGNITION LETTERS, v. 147, p. 212-219, . (17/21957-2, 18/16548-9, 18/05668-3, 17/12646-3)
PEIXOTO, BRUNO M.; LAVI, BAHRAM; DIAS, ZANONI; ROCHA, ANDERSON. Harnessing high-level concepts, visual, and auditory features for violence detection in videos. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, v. 78, . (17/12646-3, 18/05668-3)
BROGAN, JOEL; BHARATI, APARNA; MOREIRA, DANIEL; ROCHA, ANDERSON; BOWYER, KEVIN W.; FLYNN, PATRICK J.; SCHEIRER, WALTER J.. Fast Local Spatial Verification for Feature-Agnostic Large-Scale Image Retrieval. IEEE Transactions on Image Processing, v. 30, p. 6892-6905, . (17/12646-3)
DELAFIORI, JEANY; NAVARRO, LUIZ CLAUDIO; SICILIANO, RINALDO FOCACCIA; DE MELO, GISELY CARDOSO; BRANDT BUSANELLO, ESTELA NATACHA; NICOLAU, JOSE CARLOS; SALES, GEOVANA MANZAN; DE OLIVEIRA, ARTHUR NOIN; ALMEIDA VAL, FERNANDO FONSECA; DE OLIVEIRA, DIOGO NOIN; et al. Covid-19 Automated Diagnosis and Risk Assessment through Metabolomics and Machine Learning. Analytical Chemistry, v. 93, n. 4, p. 2471-2479, . (20/04705-2, 20/05369-6, 18/10052-1, 19/05718-3, 17/12646-3)
VERDE, SEBASTIANO; RESEK, THIAGO; MILANI, SIMONE; ROCHA, ANDERSON. Ground-to-Aerial Viewpoint Localization via Landmark Graphs Matching. IEEE SIGNAL PROCESSING LETTERS, v. 27, p. 1490-1494, . (17/12646-3)
FOLEGO, GUILHERME; WEILER, MARINA; CASSEB, RAPHAEL F.; PIRES, RAMON; ROCHA, ANDERSON; I, ALZHEIMER'S DIS NEUROIMAGING; LIF, AUSTRALIAN IMAGING BIOMARKERS. Alzheimer's Disease Detection Through Whole-Brain 3D-CNN MRI. FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY, v. 8, . (17/12646-3)
BRITO, ANDRE DE SOUZA; VIEIRA, MARCELO BERNARDES; VILLELA, SAULO MORAES; TACON, HEMERSON; CHAVES, HUGO DE LIMA; MAIA, HELENA DE ALMEIDA; CONCHA, DARWIN TTITO; PEDRINI, HELIO. Weighted voting of multi-stream convolutional neural networks for video-based action recognition using optical flow rhythms. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, v. 77, . (17/09160-1, 17/12646-3)
DANTAS, ANA PAULA S.; DE SOUZA, CID C.; DIAS, ZANONI. A heuristic for the convex recoloring problem in graphs. International Transactions in Operational Research, v. 29, n. 3, p. 1454-1478, . (17/16246-0, 17/12646-3, 15/11937-9, 18/04760-3)
OLIVEIRA, ANDRE RODRIGUES; JEAN, GERALDINE; FERTIN, GUILLAUME; BRITO, KLAIRTON LIMA; DIAS, ULISSES; DIAS, ZANONI. orting Permutations by Intergenic Operation. IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, v. 18, n. 6, p. 2080-2093, . (19/27331-3, 13/08293-7, 17/12646-3, 15/11937-9)
OLIVEIRA, ANDRE RODRIGUES; JEAN, GERALDINE; FERTIN, GUILLAUME; BRITO, KLAIRTON LIMA; BULTEAU, LAURENT; DIAS, ULISSES; DIAS, ZANONI. Sorting Signed Permutations by Intergenic Reversals. IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, v. 18, n. 6, p. 2870-2876, . (13/08293-7, 19/27331-3, 17/16246-0, 17/12646-3)
MIRANDA, GUILHERME HENRIQUE SANTOS; ALEXANDRINO, ALEXSANDRO OLIVEIRA; LINTZMAYER, CARLA NEGRI; DIAS, ZANONI. Approximation Algorithms for Sorting lambda-Permutations by lambda-Operations. ALGORITHMS, v. 14, n. 6, . (13/08293-7, 15/11937-9, 17/16871-1, 17/12646-3, 17/16246-0)
ROBERTO E SOUZA, MARCOS; MAIA, HELENA DE ALMEIDA; VIEIRA, MARCELO BERNARDES; PEDRINI, HELIO. Survey on visual rhythms: A spatio-temporal representation for video sequences. Neurocomputing, v. 402, p. 409-422, . (17/12646-3, 17/09160-1)
QUISPE, RODOLFO; PEDRINI, HELIO. Improved person re-identification based on saliency and semantic parsing with deep neural network models. Image and Vision Computing, v. 92, . (17/12646-3)
MOREIRA, DANIEL; AVILA, SANDRA; PEREZ, MAURICIO; MORAES, DANIEL; TESTONI, VANESSA; VALLE, EDUARDO; GOLDENSTEIN, SIOME; ROCHA, ANDERSON. Multimodal data fusion for sensitive scene localization. Information Fusion, v. 45, p. 307-323, . (17/12646-3)
NAVARRO, LUIZ C.; NAVARRO, ALEXANDRE K. W.; GREGIO, ANDRE; ROCHA, ANDERSON; DAHAB, RICARDO. Leveraging ontologies and machine-learning techniques for malware analysis into Android permissions ecosystems. COMPUTERS & SECURITY, v. 78, p. 429-453, . (17/12646-3)
ROBERTO E SOUZA, MARCOS; PEDRINI, HELIO. Motion energy image for evaluation of video stabilization. VISUAL COMPUTER, v. 35, n. 12, p. 1769-1781, . (17/12646-3, 14/12236-1)
MENDES JUNIOR, PEDRO RIBEIRO; BONDI, LUCA; BESTAGINI, PAOLO; TUBARO, STEFANO; ROCHA, ANDERSON. An In-Depth Study on Open-Set Camera Model Identification. IEEE ACCESS, v. 7, p. 180713-180726, . (17/12646-3)
ALBARRACIN, JUAN F. H.; OLIVEIRA, RAFAEL S.; HIROTA, MARINA; DOS SANTOS, JEFERSSON A.; TORRES, RICARDO DA S.. A Soft Computing Approach for Selecting and Combining Spectral Bands. REMOTE SENSING, v. 12, n. 14, . (15/02105-0, 14/50715-9, 13/50169-1, 16/08085-3, 14/12236-1, 17/12646-3, 16/26170-8, 13/50155-0, 18/06918-3)
ALEXANDRINO, ALEXSANDRO OLIVEIRA; OLIVEIRA, ANDRE RODRIGUES; DIAS, ULISSES; DIAS, ZANONI. On the Complexity of Some Variations of Sorting by Transpositions. JOURNAL OF UNIVERSAL COMPUTER SCIENCE, v. 26, n. 9, p. 1076-1094, . (13/08293-7, 15/11937-9, 19/27331-3, 17/12646-3)
BRITO, KLAIRTON LIMA; JEAN, GERALDINE; FERTIN, GUILLAUME; OLIVEIRA, ANDRE RODRIGUES; DIAS, ULISSES; DIAS, ZANONI. Sorting by Genome Rearrangements on Both Gene Order and Intergenic Sizes. JOURNAL OF COMPUTATIONAL BIOLOGY, v. 27, n. 2, . (17/12646-3, 17/16246-0, 15/11937-9)
SANTOS MIRANDA, GUILHERME HENRIQUE; LINTZMAYER, CARLA NEGRI; DIAS, ZANONI. Sorting Permutations by lambda-Operations. JOURNAL OF UNIVERSAL COMPUTER SCIENCE, v. 25, n. 2, p. 98-121, . (17/12646-3, 13/08293-7, 15/11937-9, 16/14132-4)
FERREIRA, ALEXANDRE; CARVALHO, TIAGO; ANDALO, FERNANDA; ROCHA, ANDERSON. Counteracting the contemporaneous proliferation of digital forgeries and fake news. Anais da Academia Brasileira de Ciências, v. 91, n. 1, . (17/12646-3, 17/12631-6)
PINTO, ALLAN; GOLDENSTEIN, SIOME; FERREIRA, ALEXANDRE; CARVALHO, TIAGO; PEDRINI, HELIO; ROCHA, ANDERSON. Leveraging Shape, Reflectance and Albedo From Shading for Face Presentation Attack Detection. IEEE Transactions on Information Forensics and Security, v. 15, p. 3347-3358, . (17/12646-3, 19/16253-1, 17/12631-6)
MENINI, NATHALIA; ALMEIDA, ALEXANDRE E.; LAMPARELLI, RUBENS; LE MAIRE, GUERRIC; DOS SANTOS, JEFERSSON A.; PEDRINI, HELIO; HIROTA, MARINA; TORRES, RICARDO DA S.. A Soft Computing Framework for Image Classification Based on Recurrence Plots. IEEE Geoscience and Remote Sensing Letters, v. 16, n. 2, p. 320-324, . (14/50715-9, 16/26170-8, 18/06918-3, 13/50155-0, 14/12236-1, 15/02105-0, 17/12646-3, 13/50169-1)
DE REZENDE, EDMAR R. S.; RUPPERT, GUILHERME C. S.; THEOPHILO, ANTONIO; TOKUDA, ERIC K.; CARVALHO, TIAGO. Exposing computer generated images by using deep convolutional neural networks. SIGNAL PROCESSING-IMAGE COMMUNICATION, v. 66, p. 113-126, . (17/12631-6, 17/12646-3)
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