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Combining new technologies to monitor phenology from leaves to ecosystems

Grant number: 13/50155-0
Support Opportunities:Research Program on Global Climate Change - University-Industry Cooperative Research (PITE)
Duration: February 01, 2014 - July 31, 2019
Field of knowledge:Biological Sciences - Ecology - Ecosystems Ecology
Convênio/Acordo: Microsoft Research
Principal Investigator:Leonor Patricia Cerdeira Morellato
Grantee:Leonor Patricia Cerdeira Morellato
Host Institution: Instituto de Biociências (IB). Universidade Estadual Paulista (UNESP). Campus de Rio Claro. Rio Claro , SP, Brazil
City: Rio Claro
Partner institutions: Microsoft
Pesquisadores principais:
Ricardo da Silva Torres ; Thiago Sanna Freire Silva
Associated scholarship(s):17/00597-8 - Seasonal patterns of leaf exchange in different functional groups species using cameras (phenological cameras), BP.IC
15/17534-3 - Abiotic and biotic drivers of species diversity across an elevation gradient: an optical trait-based approach for testing ecological theories, BP.DR
14/13354-8 - Phenology at the landscape scale: image collection and processing using unmanned aerial vehicle (UAV), BP.TT
14/07700-0 - Combining new technologies to monitor phenology from leaves to ecosystems, BP.MS

Abstract

The e-phenology is a multidisciplinary project that explores innovative solutions for plant monitoring in the tropics, combining research in Computer Science, Phenology, and Ecology. On-the-ground phenological observations preclude large areas of study and are laborious and time consuming. Near-surface remote phenology with digital cameras is still area-limited but reduces considerably manpower. Furthermore, it has proven to be an important tool for monitoring several species and accurately accessing leaf changes. In this project, we aim to apply new technologies to enhance the capabilities of near-surface remote phenological observation to detect changes on various scales, from leaves to ecosystems. Our goal is to address theoretical and practical problems involving the combination of two remote phenology monitoring systems: digital and hyperspectral cameras at three scales: on-the-ground, phenology tower, and near-space using Unmanned Aerial Vehicle (UAV). It is geared towards four innovative objectives: (a) to develop a protocol for extracting spectral data from the RGB color channels, improving the information that can be derived from low-cost digital monitoring systems; (b) to apply those technologies to extract plant ecophysiological data advancing our knowledge of plant seasonal responses to environmental drivers in the tropics to climate change; (c) to develop near-surface monitoring system for reproductive phenophases i.e., flowering and fruiting, based on digital and hyperspectral images truth-grounded by species-specific spectral data; and (d) to advance and to apply novel database, image processing, machine learning, and visualization models, methods, and algorithms to support acquisition, management, integration, and analysis of phenology data systems from various scales. The research team is composed of Computer Scientists and researchers in Plant Ecology and Phenology. (AU)

Articles published in Pesquisa FAPESP Magazine about the research grant:
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Articles published in Agência FAPESP Newsletter about the research grant:
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Scientific publications (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)
SILVEIRA, FERNANDO A. O.; NEGREIROS, DANIEL; BARBOSA, NEWTON P. U.; BUISSON, ELISE; CARMO, FLAVIO F.; CARSTENSEN, DANIEL W.; CONCEICAO, ABEL A.; CORNELISSEN, TATIANA G.; ECHTERNACHT, LIVIA; WILSON FERNANDES, G.; et al. Ecology and evolution of plant diversity in the endangered campo rupestre: a neglected conservation priority. PLANT AND SOIL, v. 403, n. 1-2, p. 129-152, . (14/01594-4, 13/50155-0)
DOS SANTOS, JEFERSSON A.; PENATTI, OTAVIO A. B.; GOSSELIN, PHILIPPE-HENRI; FALCAO, ALEXANDRE X.; PHILIPP-FOLIGUET, SYLVIE; TORRES, RICARDO DA S.. Efficient and Effective Hierarchical Feature Propagation. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 7, n. 12, SI, p. 4632-4643, . (13/50155-0, 12/18768-0, 09/10554-8, 13/50169-1)
FERREIRA GOMES, LUIZ ALBERTO; TORRES, RICARDO DA SILVA; CORTES, MARIO LUCIO. On the prediction of long-lived bugs: An analysis and comparative study using FLOSS projects. INFORMATION AND SOFTWARE TECHNOLOGY, v. 132, . (14/50715-9, 16/50250-1, 14/12236-1, 15/24494-8, 17/20945-0, 13/50155-0)
CAMPANA, JOSE L. FLORES; PINTO, ALLAN; CORDOVA NEIRA, MANUEL ALBERTO; LORGUS DECKER, LUIS GUSTAVO; SANTOS, ANDREZA; CONCEICAO, JHONATAS S.; TORRES, RICARDO DA SILVA. On the Fusion of Text Detection Results: A Genetic Programming Approach. IEEE ACCESS, v. 8, p. 81257-81270, . (19/16253-1, 16/50250-1, 14/50715-9, 17/20945-0, 14/12236-1, 13/50155-0, 15/24494-8)
DIAS, DANIELLE; DIAS, ULISSES; MENINI, NATHALIA; LAMPARELLI, RUBENS; LE MAIRE, GUERRIC; TORRES, RICARDO DA S.. Image-Based Time Series Representations for Pixelwise Eucalyptus Region Classification: A Comparative Study. IEEE Geoscience and Remote Sensing Letters, v. 17, n. 8, p. 1450-1454, . (14/50715-9, 17/20945-0, 16/50250-1, 13/50155-0, 15/24494-8, 14/12236-1)
FADEL, SAMUEL G.; TORRES, RICARDO DA S.. Neural relational inference for disaster multimedia retrieval. MULTIMEDIA TOOLS AND APPLICATIONS, v. 79, n. 35-36, . (14/50715-9, 16/50250-1, 17/24005-2, 17/20945-0, 14/12236-1, 13/50169-1, 13/50155-0, 15/24494-8)
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)
SOARES, NATALIA COSTA; MARUYAMA, PIETRO KIYOSHI; STAGGEMEIER, VANESSA GRAZIELE; CERDEIRA MORELLATO, LEONOR PATRICIA; ARAUJO, MARCIO SILVA. The role of individual variation in flowering and pollination in the reproductive success of a crepuscular buzz-pollinated plant. ANNALS OF BOTANY, v. 127, n. 2, p. 213-222, . (14/13899-4, 09/54208-6, 10/51307-0, 13/50155-0, 16/02312-8)
GUIMARAES PEDRONETTE, DANIEL CARLOS; VALEM, LUCAS PASCOTTI; ALMEIDA, JURANDY; TONES, RICARDO DA S.. Multimedia Retrieval Through Unsupervised Hypergraph-Based Manifold Ranking. IEEE Transactions on Image Processing, v. 28, n. 12, p. 5824-5838, . (14/50715-9, 16/50250-1, 17/25908-6, 17/20945-0, 14/12236-1, 16/06441-7, 18/15597-6, 13/50155-0, 17/02091-4, 15/24494-8)
ESCOBAR, DIEGO F. E.; SILVEIRA, FERNANDO A. O.; MORELLATO, LEONOR PATRICIA C.. Timing of seed dispersal and seed dormancy in Brazilian savanna: two solutions to face seasonality. ANNALS OF BOTANY, v. 121, n. 6, p. 1197-1209, . (14/21430-6, 10/51307-0, 13/50155-0, 09/54208-6)
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, . (15/24494-8, 14/50715-9, 14/12236-1, 13/50155-0)
OLLERTON, JEFF; LIEDE-SCHUMANN, SIGRID; ENDRESS, MARY E.; MEVE, ULRICH; RECH, ANDRE RODRIGO; SHUTTLEWORTH, ADAM; KELLER, HECTOR A.; FISHBEIN, MARK; ALVARADO-CARDENAS, LEONARDO O.; AMORIM, FELIPE W.; et al. The diversity and evolution of pollination systems in large plant clades: Apocynaceae as a case study. ANNALS OF BOTANY, v. 123, n. 2, SI, p. 311-325, . (10/51307-0, 13/50155-0)
ESCOBAR, DIEGO F. E.; SILVEIRA, FERNANDO A. O.; MORELLATO, LEONOR PATRICIA C.. Do regeneration traits vary according to vegetation structure? A case study for savannas. JOURNAL OF VEGETATION SCIENCE, v. 32, n. 1, . (14/21430-6, 13/50155-0, 10/51307-0, 17/27100-6)
PISANI, FLAVIA; PASCOTTI VALEM, LUCAS; GUIMARAES PEDRONETTE, DANIEL CARLOS; DA S. TORRES, RICARDO; BORIN, EDSON; BRETERNITZ, MAURICIO. A unified model for accelerating unsupervised iterative re-ranking algorithms. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, v. 32, n. 14, . (14/50715-9, 13/50169-1, 14/12236-1, 13/08645-0, 13/50155-0, 15/24494-8)
STAGGEMEIER, VANESSA GRAZIELE; GUTIERREZ CAMARGO, MARIA GABRIELA; FELIZOLA DINIZ-FILHO, JOSE ALEXANDRE; FRECKLETON, ROBERT; JARDIM, LUCAS; CERDEIRA MORELLATO, LEONOR PATRICIA. The circular nature of recurrent life cycle events: a test comparing tropical and temperate phenology. JOURNAL OF ECOLOGY, v. 108, n. 2, p. 393-404, . (16/02312-8, 14/13899-4, 15/10754-8, 18/14118-7, 13/50155-0)
MONTEIRO, BEATRIZ LOPES; GUTIERREZ CAMARGO, MARIA GABRIELA; LOIOLA, PRISCILLA DE PAULA; CARSTENSEN, DANIEL WISBECH; GUSTAFSSON, SIMONE; CERDEIRA MORELLATO, LEONOR PATRICIA. Pollination in the campo rupestre: a test of hypothesis for an ancient tropical mountain vegetation. Biological Journal of the Linnean Society, v. 133, n. 2, p. 512-530, . (10/51307-0, 15/10754-8, 18/21646-0, 13/50155-0, 09/54208-6)
GUIMARAES PEDRONETTE, DANIEL CARLOS; VALEM, LUCAS PASCOTTI; TORRES, RICARDO DA S.. A BFS-Tree of ranking references for unsupervised manifold learning. PATTERN RECOGNITION, v. 111, . (16/50250-1, 15/24494-8, 13/50155-0, 18/15597-6, 13/50169-1, 17/20945-0, 14/12236-1, 17/25908-6, 14/50715-9)
FERREIRA GOMES, LUIZ ALBERTO; TORRES, RICARDO DA SILVA; CORTES, MARIO LTICIO. Bug report severity level prediction in open source software: A survey and research opportunities. INFORMATION AND SOFTWARE TECHNOLOGY, v. 115, p. 58-78, . (14/50715-9, 16/50250-1, 13/50169-1, 14/12236-1, 17/20945-0, 13/50155-0, 15/24494-8)
ROTHER, DEBORA C.; SOUSA, IGOR L. F.; GRESSLER, ELIANA; LIBONI, ANA P.; SOUZA, VINICIUS C.; RODRIGUES, RICARDO R.; MORELLATO, L. PATRICIA. Comparing the potential reproductive phenology between restored areas and native tropical forest fragments in Southeastern Brazil. RESTORATION ECOLOGY, . (13/50718-5, 12/24118-8, 09/54208-6, 13/50155-0)
ALBERTON, BRUNA; TORRES, RICARDO DA SILVA; SANNA FREIRE SILVA, THIAGO; DA ROCHA, HUMBERTO R.; MOURA, MAGNA S. B.; MORELLATO, LEONOR PATRICIA CERDEIRA. Leafing Patterns and Drivers across Seasonally Dry Tropical Communities. REMOTE SENSING, v. 11, n. 19, . (14/00215-0, 09/54208-6, 15/50682-6, 13/50155-0, 10/52113-5, 16/01413-5)
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, . (14/50715-9, 16/50250-1, 13/50169-1, 14/12236-1, 17/20945-0, 13/50155-0, 15/24494-8)
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, . (14/50715-9, 17/20945-0, 16/50250-1, 13/50155-0, 15/24494-8, 14/12236-1, 17/12646-3, 13/50169-1)
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, . (16/18429-1, 12/50468-6, 13/11378-4, 13/50155-0, 14/12236-1, 12/16172-2, 13/50169-1)
NOGUEIRA, KEILLER; DOS SANTOS, JEFERSSON A.; MENINI, NATHALIA; SILVA, THIAGO S. F.; MORELLATO, LEONOR PATRICIA C.; TORRES, RICARDO DA S.. Spatio-Temporal Vegetation Pixel Classification by Using Convolutional Networks. IEEE Geoscience and Remote Sensing Letters, v. 16, n. 10, p. 1665-1669, . (16/26170-8, 13/50155-0, 09/54208-6, 13/50169-1, 18/06918-3)
SILVEIRA, FERNANDO A. O.; BARBOSA, MILTON; BEIROZ, WALLACE; CALLISTO, MARCOS; MACEDO, DIEGO R.; CERDEIRA MORELLATO, LEONOR PATRICIA; NEVES, FREDERICO S.; NUNES, YULE R. F.; SOLAR, RICARDO R.; WILSON FERNANDES, G.. Tropical mountains as natural laboratories to study global changes: A long-term ecological research project in a megadiverse biodiversity hotspot. PERSPECTIVES IN PLANT ECOLOGY EVOLUTION AND SYSTEMATICS, v. 38, p. 64-73, . (09/54208-6, 13/50155-0, 10/51307-0, 10/52113-5)
ALVARADO, SWANNI T.; FREIRE SILVA, THIAGO SANNA; ARCHIBALD, SALLY. Management impacts on fire occurrence: A comparison of fire regimes of African and South American tropical savannas in different protected areas. Journal of Environmental Management, v. 218, p. 79-87, . (14/12728-1, 16/00879-0, 13/50155-0)
ABERNETHY, KATHARINE; BUSH, EMMA R.; FORGET, PIERRE-MICHEL; MENDOZA, IRENE; MORELLATO, LEONOR PATRICIA C.. Current issues in tropical phenology: a synthesis. Biotropica, v. 50, n. 3, p. 477-482, . (12/21601-0, 13/50155-0)
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, . (16/18429-1, 15/19222-9, 13/50155-0, 14/12236-1, 13/50169-1)
LEITE, ROGER A.; SCHNORR, LUCAS MELLO; ALMEIDA, JURANDY; ALBERTON, BRUNA; MORELLATO, LEONOR PATRICIA C.; TORRES, RICARDO DA S.; COMBA, JOAO L. D.. PhenoVis - A tool for visual phenological analysis of digital camera images using chronological percentage maps. INFORMATION SCIENCES, v. 372, p. 181-195, . (10/51307-0, 14/00215-0, 10/52113-5, 13/50155-0, 09/54208-6, 07/52015-0, 09/18438-7, 13/50169-1)
DOS SANTOS, JOYCE MIRANDA; DE MOURA, EDLENO SILVA; DA SILVA, ALTIGRAN SOARES; TORRES, RICARDO DA SILVA. Color and texture applied to a signature-based bag of visual words method for image retrieval. MULTIMEDIA TOOLS AND APPLICATIONS, v. 76, n. 15, p. 16855-16872, . (10/52113-5, 13/50155-0, 13/50169-1)
CALUMBY, RODRIGO TRIPODI; GONCALVES, MARCOS ANDRE; TORRES, RICARDO DA SILVA. Diversity-based interactive learning meets multimodality. Neurocomputing, v. 259, n. SI, p. 159-175, . (13/50155-0, 13/50169-1)
FARIA, FABIO A.; ALMEIDA, JURANDY; ALBERTON, BRUNA; MORELLATO, LEONOR PATRICIA C.; ROCHA, ANDERSON; TORRES, RICARDO DA S.. Time series-based classifier fusion for fine-grained plant species recognition. PATTERN RECOGNITION LETTERS, v. 81, n. SI, p. 101-109, . (10/51307-0, 14/00215-0, 10/14910-0, 10/52113-5, 13/50155-0, 10/05647-4, 07/52015-0, 09/18438-7)
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, . (14/50715-9, 13/50155-0, 14/12236-1, 15/02105-0, 13/50169-1)
ALBERTON, BRUNA; TORRES, RICARDO DA S.; CANCIAN, LEONARDO F.; BORGES, BRUNO D.; ALMEIDA, JURANDY; MARIANO, GREICE C.; DOS SANTOS, JEFERSSON; CERDEIRA MORELLATOA, LEONOR PATRICIA. Introducing digital cameras to monitor plant phenology in the tropics: applications for conservation. PERSPECTIVES IN ECOLOGY AND CONSERVATION, v. 15, n. 2, p. 82-90, . (14/13354-8, 16/01413-5, 10/51307-0, 14/00215-0, 10/52113-5, 13/50155-0, 07/52015-0, 16/06441-7, 09/18438-7)
FERNANDES, G. WILSON; BARBOSA, N. P. U.; ALBERTON, B.; BARBIERI, A.; DIRZO, R.; GOULART, F.; GUERRA, T. J.; MORELLATO, L. P. C.; SOLAR, R. R. C.. The deadly route to collapse and the uncertain fate of Brazilian rupestrian grasslands. BIODIVERSITY AND CONSERVATION, v. 27, n. 10, p. 2587-2603, . (13/50155-0)
PEREIRA, LUIS A. M.; TORRES, RICARDO DA SILVA. Semi-supervised transfer subspace for domain adaptation. PATTERN RECOGNITION, v. 75, n. SI, p. 235-249, . (13/50155-0, 15/09169-3, 13/50169-1)
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)
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)
GUTIERREZ DE CAMARGO, MARIA GABRIELA; LUNAU, KLAUS; BATALHA, MARCO ANTONIO; BRINGS, SEBASTIAN; GARCIA DE BRITO, VINICIUS LOURENCO; CERDEIRA MORELLATO, LEONOR PATRICIA. How flower colour signals allure bees and hummingbirds: a community-level test of the bee avoidance hypothesis. NEW PHYTOLOGIST, v. 222, n. 2, p. 1112-1122, . (10/51307-0, 17/01663-4, 15/10754-8, 13/50155-0, 09/54208-6)
ALVARADO, SWANNI T.; FORNAZARI, TAMIRES; COSTOLA, ANDRESA; CERDEIRA MORELLATO, LEONOR PATRICIA; FREIRE SILVA, THIAGO SANNA. Drivers of fire occurrence in a mountainous Brazilian cerrado savanna: Tracking long-term fire regimes using remote sensing. ECOLOGICAL INDICATORS, v. 78, p. 270-281, . (14/12728-1, 13/50155-0)
BRITO, V. L. G.; MAIA, F. R.; SILVEIRA, F. A. O.; FRACASSO, C. M.; LEMOS-FILHO, J. P.; FERNANDES, G. W.; GOLDENBERG, R.; MORELLATO, L. P. C.; SAZIMA, M.; STAGGEMEIER, V. G.. Reproductive phenology of Melastomataceae species with contrasting reproductive systems: contemporary and historical drivers. Plant Biology, v. 19, n. 5, p. 806-817, . (14/13899-4, 10/51307-0, 13/50155-0)
PEREIRA, ERICO M.; TORRES, RICARDO DA S.; DOS SANTOS, JEFERSSON A.. A genetic algorithm approach for image representation learning through color quantization. MULTIMEDIA TOOLS AND APPLICATIONS, v. 80, n. 10, p. 15315-15350, . (13/50169-1, 16/50250-1, 15/24494-8, 17/20945-0, 13/50155-0, 14/50715-9, 14/12236-1)
STREHER, ANNIA SUSIN; TORRES, RICARDO DA SILVA; CERDEIRA MORELLATO, LEONOR PATRICIA; FREIRE SILVA, THIAGO SANNA. Accuracy and limitations for spectroscopic prediction of leaf traits in seasonally dry tropical environments. REMOTE SENSING OF ENVIRONMENT, v. 244, . (16/00757-2, 13/50155-0, 17/01912-4, 09/54208-6, 15/17534-3)
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)
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, . (14/50715-9, 10/51307-0, 17/20945-0, 16/50250-1, 13/50155-0, 15/24494-8, 14/12236-1, 09/18438-7, 13/50169-1)
MENDOZA, IRENE; PERES, CARLOS A.; MORELLATO, LEONOR PATRICIA C.. Continental-scale patterns and climatic drivers of fruiting phenology: A quantitative Neotropical review. GLOBAL AND PLANETARY CHANGE, v. 148, p. 227-241, . (10/51307-0, 13/50155-0, 13/21968-3, 12/21601-0)
MENDES JUNIOR, PEDRO R.; DE SOUZA, ROBERTO M.; WERNECK, RAFAEL DE O.; STEIN, BERNARDO V.; PAZINATO, DANIEL V.; DE ALMEIDA, WALDIR R.; PENATTI, OTAVIO A. B.; TORRES, RICARDO DA S.; ROCHA, ANDERSON. Nearest neighbors distance ratio open-set classifier. MACHINE LEARNING, v. 106, n. 3, p. 359-386, . (10/05647-4, 13/50155-0, 15/19222-9, 13/50169-1)
FARIA, FABIO A.; ALMEIDA, JURANDY; ALBERTON, BRUNA; MORELLATO, LEONOR PATRICIA C.; TORRES, RICARDO DA S.. Fusion of time series representations for plant recognition in phenology studies. PATTERN RECOGNITION LETTERS, v. 83, n. 2, p. 205-214, . (13/50169-1, 09/18438-7, 10/52113-5, 10/51307-0, 14/00215-0, 13/50155-0)
ALMEIDA, JURANDY; PEDRONETTE, DANIEL C. G.; ALBERTON, BRUNA C.; MORELLATO, LEONOR PATRICIA C.; TORRES, RICARDO DA S.. Unsupervised Distance Learning for Plant Species Identification. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 9, n. 12, 1, SI, p. 5325-5338, . (13/50169-1, 09/18438-7, 10/52113-5, 16/06441-7, 10/51307-0, 13/08645-0, 14/00215-0, 13/50155-0)
CERDEIRA MORELLATO, LEONOR PATRICIA; ABERNETHY, KATHARINE; MENDOZA, IRENE. Rethinking tropical phenology: insights from long-term monitoring and novel analytical methods. Biotropica, v. 50, n. 3, p. 371-373, . (12/21601-0, 13/50155-0)
GUTIERREZ DE CAMARGO, MARIA GABRIELA; DE CARVALHO, GUSTAVO HENRIQUE; ALBERTON, BRUNA DE COSTA; REYS, PAULA; CERDEIRA MORELLATO, LEONOR PATRICIA. Leafing patterns and leaf exchange strategies of a cerrado woody community. Biotropica, v. 50, n. 3, p. 442-454, . (16/01413-5, 10/51307-0, 15/14292-9, 15/10754-8, 14/00215-0, 13/50155-0, 10/52113-5, 09/54208-6, 10/01762-3)
MARIANO, GREICE C.; MORELLATO, LEONOR PATRICIA C.; ALMEIDA, JURANDY; ALBERTON, BRUNA; DE CAMARGO, MARIA GABRIELA G.; TORRES, RICARDO DA S.. Modeling plant phenology database: Blending near-surface remote phenology with on-the-ground observations. ECOLOGICAL ENGINEERING, v. 91, p. 396-408, . (10/51307-0, 14/00215-0, 13/50155-0, 10/52113-5, 07/52015-0, 09/18438-7)
GUIMARAES PEDRONETTE, DANIEL CARLOS; TORRES, RICARDO DA S.. Unsupervised rank diffusion for content-based image retrieval. Neurocomputing, v. 260, p. 478-489, . (13/50155-0, 13/08645-0, 13/50169-1)
ALMEIDA, JURANDY; DOS SANTOS, JEFERSSON A.; ALBERTON, BRUNA; MORELLATO, LEONOR PATRICIA C.; TORRES, RICARDO DA S.. Phenological visual rhythms: Compact representations for fine-grained plant species identification. PATTERN RECOGNITION LETTERS, v. 81, n. SI, p. 90-100, . (10/51307-0, 14/00215-0, 10/52113-5, 13/50155-0, 07/52015-0, 09/18438-7, 13/50169-1)
ALMEIDA, JURANDY; DOS SANTOS, JEFERSSON A.; MIRANDA, WANER O.; ALBERTON, BRUNA; MORELLATO, LEONOR PATRICIA C.; TORRES, RICARDO DA S.. Deriving vegetation indices for phenology analysis using genetic programming. ECOLOGICAL INFORMATICS, v. 26, n. 3, p. 61-69, . (10/51307-0, 14/00215-0, 10/52113-5, 13/50155-0, 07/52015-0, 09/18438-7, 13/50169-1)
BUISSON, ELISE; ALVARADO, SWANNI T.; LE STRADIC, SOIZIG; MORELLATO, LEONOR PATRICIA C.. Plant phenological research enhances ecological restoration. RESTORATION ECOLOGY, v. 25, n. 2, p. 164-171, . (10/52113-5, 14/12728-1, 13/50155-0, 10/51307-0)
UCHOA MAIA RODRIGUES, DANIELE C.; MOURA, FELIPE A.; CUNHA, SERGIO AUGUSTO; TORRES, RICARDO DA S.. Graph visual rhythms in temporal network analyses. GRAPHICAL MODELS, v. 103, . (14/50715-9, 16/50250-1, 13/50169-1, 14/12236-1, 18/19007-9, 17/20945-0, 13/50155-0, 15/24494-8)
DIAS, DANIELLE; PINTO, ALLAN; DIAS, ULISSES; LAMPARELLI, RUBENS; LE MAIRE, GUERRIC; TORRES, RICARDO DA S.. A Multirepresentational Fusion of Time Series for Pixelwise Classification. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 13, p. 4399-4409, . (19/16253-1, 16/50250-1, 14/50715-9, 17/20945-0, 14/12236-1, 13/50155-0, 15/24494-8)
DE MATTOS, JACQUELINE SALVI; CERDEIRA MORELLATO, LEONOR PATRICIA; GUTIERREZ CAMARGO, MARIA GABRIELA; BATALHA, MARCO ANTONIO. Plant phylogenetic diversity of tropical mountaintop rocky grasslands: local and regional constraints. PLANT ECOLOGY, v. 220, n. 12, p. 1119-1129, . (13/50155-0, 09/54208-6, 18/21646-0, 15/10754-8)
WERNECK, RAFAEL DE OLIVEIRA; RAVEAUX, ROMAIN; TABBONE, SALVATORE; TORRES, RICARDO DA SILVA. Learning cost function for graph classification with open-set methods. PATTERN RECOGNITION LETTERS, v. 128, p. 8-15, . (14/50715-9, 16/18429-1, 17/20945-0, 13/50155-0, 17/16453-5, 15/24494-8, 14/12236-1, 13/50169-1)
CALERO, SARA; MORELLATO, LEONOR PATRICIA C.; RODRIGO, MARIA A.. Persistence of submerged macrophytes in a drying world: Unravelling the timing and the environmental drivers to produce drought-resistant propagules. AQUATIC CONSERVATION-MARINE AND FRESHWATER ECOSYSTEMS, v. 28, n. 4, p. 894-909, . (13/50155-0)
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, . (14/50715-9, 16/18429-1, 13/50155-0, 15/24494-8, 14/12236-1, 13/50169-1)
MARUYAMA, PIETRO K.; NUNES, CARLOS E. P.; VIZENTIN-BUGONI, JEFERSON; GUSTAFSSON, SIMONE; CERDEIRA MORELLATO, LEONOR PATRICIA. Are native bees and Apis mellifera equally efficient pollinators of the rupestrian grassland daisy Aspilia jolyana (Asteraceae)?. Acta Botanica Brasilica, v. 32, n. 3, p. 386-391, . (15/21457-4, 13/50155-0)
STAGGEMEIER, VANESSA GRAZIELE; GUTIERREZ CAMARGO, MARIA GABRIELA; FELIZOLA DINIZ-FILHO, JOSE ALEXANDRE; FRECKLETON, ROBERT; JARDIM, LUCAS; CERDEIRA MORELLATO, LEONOR PATRICIA. The circular nature of recurrent life cycle events: a test comparing tropical and temperate phenology. JOURNAL OF ECOLOGY, . (14/13899-4, 15/10754-8, 16/02312-8, 13/50155-0, 18/14118-7)
SILVA, EWERTON; TORRES, RICARDO S.; ALBERTON, BRUNA; MORELLATO, LEONOR PATRICIA C.; SILVA, THIAGO S. F.. A Change-Driven Image Foveation Approach for Tracking Plant Phenology. REMOTE SENSING, v. 12, n. 9, . (14/50715-9, 14/00215-0, 16/50250-1, 17/20945-0, 14/12236-1, 13/50155-0, 15/24494-8, 16/01413-5)
SILVA, EWERTON; TORRES, RICARDO DA S.; PINTO, ALLAN; LI, LIN TZY; VIANNA, JOSE EDUARDO S.; AZEVEDO, RODOLFO; GOLDENSTEIN, SIOME. Application-Oriented Retinal Image Models for Computer Vision. SENSORS, v. 20, n. 13, . (14/12236-1, 13/50155-0, 16/50250-1, 14/50715-9, 17/20945-0)
MORELLATO, L. PATRICIA C.; SILVEIRA, FERNANDO A. O.. Plant life in campo rupestre: New lessons from an ancient biodiversity hotspot. FLORA, v. 238, n. SI, p. 1-10, . (13/50155-0, 10/51307-0, 10/52113-5)
COELHO, MARCEL S.; NEVES, FREDERICO DE SIQUEIRA; PERILLO, LUCAS NEVES; CERDEIRA MORELLATO, LEONOR PATRICIA; WILSON FERNANDES, G.. Forest archipelagos: A natural model of metacommunity under the threat of fire. FLORA, v. 238, n. SI, p. 244-249, . (13/50155-0)
DA CUNHA VARGAS, BETANIA; GROMBONE-GUARATINI, MARIA TEREZA; MORELLATO, LEONOR PATRICIA CERDEIRA. Lianas research in the Neotropics: overview, interaction with trees, and future perspectives. TREES-STRUCTURE AND FUNCTION, v. 35, n. 2, p. 333-345, . (13/50155-0, 10/51307-0, 09/54208-6)
GUEVARA, JUDY C.; TORRES, RICARDO DA S.; DA FONSECA, NELSON L. S.. On the classification of fog computing applications: A machine learning perspective. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, v. 159, . (14/50715-9, 16/50250-1, 17/20945-0, 14/12236-1, 13/50169-1, 13/50155-0, 15/24494-8)
FERNANDES, G. WILSON; ARANTES-GARCIA, LUCAS; BARBOSA, MILTON; BARBOSA, NEWTON P. U.; BATISTA, EUGENIA K. L.; BEIROZ, WALLACE; RESENDE, FERNANDO M.; ABRAHAO, ANNA; ALMADA, EMMANUEL D.; ALVES, ELAINE; et al. Biodiversity and ecosystem services in the Campo Rupestre: A road map for the sustainability of the hottest Brazilian biodiversity hotspot. PERSPECTIVES IN ECOLOGY AND CONSERVATION, v. 18, n. 4, p. 213-222, . (19/07773-1, 10/51307-0, 13/50155-0)
RENAN BORGIANI; MARIA TEREZA GROMBONE-GUARATINI; BETÂNIA DA CUNHA VARGAS; AMANDA EBURNEO MARTINS; MARIA GABRIELA GUTIERREZ CAMARGO; LEONOR PATRÍCIA CERDEIRA MORELLATO. Composição florística, modos de polinização e dispersão de sementes de uma área de cerrado relevante para conservação. Biota Neotropica, v. 22, n. 2, . (09/54208-6, 17/15152-1, 13/50155-0, 10/51307-0, 15/10754-8)
DE MATTOS, JACQUELINE S.; MORELLATO, LEONOR PATRICIA C.; BATALHA, MARCO ANTONIO. Plant communities in tropical ancient mountains: how are they spatially and evolutionary structured?. Botanical Journal of the Linnean Society, v. 197, n. 1, p. 15-24, . (13/50155-0, 09/54208-6, 10/51307-0)
ESCOBAR ESCOBAR, DIEGO FERNANDO; DE CASAS, RAFAEL RUBIO; CERDEIRA MORELLATO, LEONOR PATRICIA. Many roads to success: different combinations of life-history traits provide accurate germination timing in seasonally dry environments. OIKOS, v. 130, n. 11, . (14/21430-6, 17/27100-6, 10/51307-0, 13/50155-0)

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