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Entree

Combining new technologies to monitor phenology from leaves to ecosystems

Processo: 13/50155-0
Modalidade de apoio:Auxílio à Pesquisa - Programa de Pesquisa sobre Mudanças Climáticas Globais - PITE
Vigência: 01 de fevereiro de 2014 - 31 de julho de 2019
Área do conhecimento:Ciências Biológicas - Ecologia - Ecologia de Ecossistemas
Convênio/Acordo: Microsoft Research
Pesquisador responsável:Leonor Patricia Cerdeira Morellato
Beneficiário:Leonor Patricia Cerdeira Morellato
Instituição Sede: Instituto de Biociências (IB). Universidade Estadual Paulista (UNESP). Campus de Rio Claro. Rio Claro , SP, Brasil
Município: Rio Claro
Instituição parceira: Microsoft
Pesquisadores principais:
Ricardo da Silva Torres ; Thiago Sanna Freire Silva
Bolsa(s) vinculada(s):16/23751-0 - Implementação e gerenciamento do banco de dados do projeto e-Phenology, BP.TT
17/00597-8 - Padrões sazonais de troca foliar em espécies de diferentes grupos funcionais usando câmeras (fenocâmeras), BP.IC
15/17534-3 - Controles bióticos e abióticos sobre a diversidade de espécies em um gradiente altitudinal: testando teorias ecológicas através de atributos óticos, BP.DR
+ mais bolsas vinculadas 14/13354-8 - Fenologia na escala da paisagem: coleta e processamento de imagens com o uso de veículo aéreo não tripulado (VANT), BP.TT
14/07700-0 - Combinando tecnologias novas para monitorar a fenologia das folhas aos ecossistemas, BP.MS
14/09283-8 - E-phenology: combinando tecnologias novas para monitorar a fenologia das folhas aos ecossistemas, BP.TT - menos bolsas vinculadas
Assunto(s):Mudança climática  Imagem digital  Fenologia  Reprodução vegetal 
Palavra(s)-Chave do Pesquisador:Climate Chamge | Digital Images | Hyperspectral Images | Leafing | Phenology | Plant Reproduction

Resumo

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)

Matéria(s) publicada(s) na Revista Pesquisa FAPESP sobre o auxílio::
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Publicações científicas (118)
(Referências obtidas automaticamente do Web of Science e do SciELO, por meio da informação sobre o financiamento pela FAPESP e o número do processo correspondente, incluída na publicação pelos autores)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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, p. 11-pg., . (14/00215-0, 09/18438-7, 10/51307-0, 07/52015-0, 13/50155-0, 13/50169-1, 07/59779-6, 10/52113-5)
PEREIRA, LUIS A. M.; TORRES, RICARDO DA SILVA. Semi-supervised transfer subspace for domain adaptation. PATTERN RECOGNITION, v. 75, p. 15-pg., . (13/50169-1, 15/09169-3, 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, v. 108, n. 2, p. 393-404, . (16/02312-8, 14/13899-4, 15/10754-8, 18/14118-7, 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)
VARGAS MUNOZ, JAVIER A.; DIAS, ZANONI; TORRES, RICARDO DA SILVA. A genetic programming approach for searching on nearest neighbors graphs. MULTIMEDIA TOOLS AND APPLICATIONS, v. 81, n. 16, p. 24-pg., . (14/12236-1, 17/20945-0, 13/50155-0, 13/50169-1, 17/12646-3, 15/11937-9, 16/50250-1, 15/24494-8, 17/16246-0, 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)
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)
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)
CIRNE, MARCOS; ANDALO, FERNANDA; DIAS, RAFAEL; RESEK, THIAGO; BERTOCCO, GABRIEL; TORRES, RICARDO DA S.; ROCHA, ANDERSON; IEEE. DEEP FACE VERIFICATION FOR SPHERICAL IMAGES. 2019 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), v. N/A, p. 5-pg., . (13/50155-0, 14/12236-1, 17/12646-3, 16/50250-1, 15/24494-8, 14/50715-9, 17/20945-0)
DOURADO, ICARO CAVALCANTE; TABBONE, SALVATORE; TORRES, RICARDO DA SILVA; CONTE, D; RAMEL, JY; FOGGIA, P. Event Prediction Based on Unsupervised Graph-Based Rank-Fusion Models. GRAPH-BASED REPRESENTATIONS IN PATTERN RECOGNITION, GBRPR 2019, v. 11510, p. 11-pg., . (17/20945-0, 14/50715-9, 14/12236-1, 16/50250-1, 13/50155-0, 15/24494-8)
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, p. 18-pg., . (13/50169-1, 13/50155-0, 14/12236-1, 16/18429-1, 15/19222-9)
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NOGUEIRA, KEILLER; DOS SANTOS, JEFERSSON A.; FORNAZARI, TAMIRES; FREIRE SILVA, THIAGO SANNA; MORELLATO, LEONOR PATRICIA; TORRES, RICARDO DA S.; IEEE. Towards vegetation species discrimination by using data-driven descriptors. 2016 9TH IAPR WORKSHOP ON PATTERN RECOGNITION IN REMOTE SENSING (PRRS), v. N/A, p. 6-pg., . (13/50169-1, 13/50155-0)
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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, p. 10-pg., . (14/00215-0, 10/51307-0, 13/50169-1, 10/52113-5, 13/50155-0, 09/18438-7)
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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. 6-pg., . (15/21457-4, 13/50155-0)
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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, p. 9-pg., . (13/50169-1, 13/50155-0, 10/52113-5, 14/00215-0, 07/52015-0, 10/51307-0, 07/59779-6, 09/18438-7)
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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)
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)
VARGAS, BETANIA DA CUNHA; GROMBONE-GUARATINI, MARIA TEREZA; CERDEIRA MORELLATO, LEONOR PATRICIA. A dataset of Neotropical liana research focusing on the strategies of control for forest restoration and management practices. ANNALS OF FOREST SCIENCE, v. 79, n. 1, p. 6-pg., . (13/50155-0, 10/51307-0, 09/54208-6)
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)
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, 07/59779-6, 07/52015-0, 09/18438-7, 13/50169-1)
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)
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)
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)
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, 07/59779-6, 09/54208-6, 10/01762-3)
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, . (06/61759-0, 10/51307-0, 13/50155-0, 07/59779-6, 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)
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, 07/59779-6, 07/52015-0, 09/18438-7, 11/51523-8)

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