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)
• Start date: February 01, 2014
• End date: July 31, 2019
• Field of knowledge: Biological Sciences - Ecology - Ecosystems Ecology
• Agreement: 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)

Scientific publications

(118)

(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)

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, JAN 2018. (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, JAN 2018. (13/50155-0)

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, MAR 2015. (10/51307-0, 14/00215-0, 10/52113-5, 13/50155-0, 07/52015-0, 09/18438-7, 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, NOV 1 2016. (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, DEC 2016. (13/50169-1, 09/18438-7, 10/52113-5, 16/06441-7, 10/51307-0, 13/08645-0, 14/00215-0, 13/50155-0)

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, OCT 1 2016. (10/51307-0, 14/00215-0, 10/52113-5, 13/50155-0, 07/52015-0, 09/18438-7, 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, JUL-SEP 2018. (15/21457-4, 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, OCT 18 2017. (13/50155-0, 13/08645-0, 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, JUN 2016. (10/51307-0, 14/00215-0, 13/50155-0, 10/52113-5, 07/52015-0, 09/18438-7)

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, JUL 2018. (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)

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, MAY 2019. (14/50715-9, 16/50250-1, 13/50169-1, 14/12236-1, 18/19007-9, 17/20945-0, 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, DEC 2019. (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, DEC 1 2019. (14/50715-9, 16/18429-1, 17/20945-0, 13/50155-0, 17/16453-5, 15/24494-8, 14/12236-1, 13/50169-1)

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., 2022-12-01. (13/50155-0, 10/51307-0, 09/54208-6)

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, OCT-DEC 2020. (19/07773-1, 10/51307-0, 13/50155-0)

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, DEC 2019. (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)

HERNANDEZ ALBARRACIN, JUAN FELIPE; DOS SANTOS, JEFERSSON ALEX; TORRES, RICARDO DA S.; IEEE. Learning to Combine Spectral Indices with Genetic Programming. 2016 29TH SIBGRAPI CONFERENCE ON GRAPHICS, PATTERNS AND IMAGES (SIBGRAPI), v. N/A, p. 8-pg., 2016-01-01. (13/50169-1, 13/50155-0)

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, JUL 2020. (16/00757-2, 13/50155-0, 17/01912-4, 09/54208-6, 15/17534-3)

UCHOA MAIA RODRIGUES, DANIELE C.; MOURA, FELIPE A.; CUNHA, SERGIO AUGUSTO; TORRES, RICARDO DA S.; LINSEN, L; TELEA, A; BRAZ, J. Visualizing Temporal Graphs using Visual Rhythms A Case Study in Soccer Match Analysis. PROCEEDINGS OF THE 12TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER VISION, IMAGING AND COMPUTER GRAPHICS THEORY AND APPLICATIONS (VISIGRAPP 2017), VOL 3, v. N/A, p. 12-pg., 2017-01-01. (13/50169-1, 13/50155-0)

MARIANO, GREICE C.; SOARES, NATALIA C.; MORELLATO, L. PATRICIA C.; TORRES, RICARDO DA S.; IEEE. Change Frequency Heatmaps for Temporal Multivariate Phenological Data Analysis. 2017 IEEE 13TH INTERNATIONAL CONFERENCE ON E-SCIENCE (E-SCIENCE), v. N/A, p. 10-pg., 2017-01-01. (13/50169-1, 13/50155-0, 10/52113-5, 09/54208-6)

HERNANDEZ ALBARRACIN, JUAN F.; FERREIRA, EDEMIR, JR.; DOS SANTOS, JEFERSSON A.; TORRES, RICARDO DA S.; IEEE. FUSION OF GENETIC-PROGRAMMING-BASED INDICES IN HYPERSPECTRAL IMAGE CLASSIFICATION TASKS. 2017 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), v. N/A, p. 4-pg., 2017-01-01. (13/50169-1, 13/50155-0, 14/12236-1, 14/50715-9)

MORELLATO, L. PATRICIA C.; SILVEIRA, FERNANDO A. O.. Plant life in campo rupestre: New lessons from an ancient biodiversity hotspot. FLORA, v. 238, p. 10-pg., 2018-01-01. (13/50155-0, 10/52113-5, 10/51307-0)

ALBERTON, BRUNA; MARTIN, THOMAS C. M.; DA ROCHA, HUMBERTO R.; RICHARDSON, ANDREW D.; MOURA, MAGNA S. B.; TORRES, RICARDO S.; MORELLATO, LEONOR PATRICIA CERDEIRA. Relationship between tropical leaf phenology and ecosystem productivity using phenocameras. FRONTIERS IN ENVIRONMENTAL SCIENCE, v. 11, p. 14-pg., 2023-09-14. (14/00215-0, 13/50155-0, 10/52113-5, 09/54208-6, 19/23853-5, 21/11762-5, 15/50488-5, 16/01413-5, 19/11835-2)

TAVARES, EDUARDO A.; TORRES, RICARDO DA S.; DOS SANTOS, JEFERSSON A.; IEEE. EVALUATING DEEP CONTEXTUAL DESCRIPTION OF SUPERPIXELS FOR DETECTION IN AERIAL IMAGES. 2019 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS 2019), v. N/A, p. 4-pg., 2019-01-01. (13/50155-0, 14/12236-1, 16/50250-1, 15/24494-8, 14/50715-9, 17/20945-0)

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, p. 12-pg., 2014-12-01. (12/18768-0, 13/50169-1, 13/50155-0, 09/10554-8)

MARIANO, GREICE C.; ALBERTON, BRUNA; MORELLATO, LEONOR PATRICIA C.; TORRES, RICARDO DA S.. RadialPheno: A tool for near-surface phenology analysis through radial layouts. APPLICATIONS IN PLANT SCIENCES, v. 7, n. 6, p. 5-pg., 2019-06-01. (14/00215-0, 13/50155-0, 09/54208-6, 10/51307-0, 16/01413-5, 09/18438-7)

GOMES, LUIZ; TORRES, RICARDO DA SILVA; CORTES, MARIO LUCIO. BERT- and TF-IDF-based feature extraction for long-lived bug prediction in FLOSS: A comparative study. INFORMATION AND SOFTWARE TECHNOLOGY, v. 160, p. 12-pg., 2023-04-20. (13/50155-0, 14/12236-1, 16/50250-1, 15/24494-8, 14/50715-9, 17/20945-0)

LOIOLA, PRISCILLA P. P.; MORELLATO, LEONOR PATRICIA CERDEIRA; CAMARGO, MARIA GABRIELA GUTIERREZ; KAMIMURA, VITOR A. A.; MATTOS, JACQUELINE S. S.; STREHER, ANNIA SUSIN; LE STRADIC, SOIZIG. Shared-role of vegetation types, elevation and soil affecting plant diversity in an old-tropical mountain hotspot. JOURNAL OF MOUNTAIN SCIENCE, v. 20, n. 7, p. 12-pg., 2023-07-01. (13/50155-0, 09/54208-6, 15/10754-8, 21/10639-5, 10/51307-0, 19/09248-1)

CERDEIRA MORELLATO, LEONOR PATRICIA; ALBERTON, BRUNA; ALVARADO, SWANNI T.; BORGES, BRUNO; BUISSON, ELISE; CAMARGO, MARIA GABRIELA G.; CANCIAN, LEONARDO F.; CARSTENSEN, DANIEL W.; ESCOBAR, DIEGO F. E.; LEITE, PATRICIA T. P.; et al. Linking plant phenology to conservation biology. Biological Conservation, v. 195, p. 13-pg., 2016-03-01. (14/00215-0, 13/50155-0, 10/52113-5, 12/12429-9, 14/07700-0, 10/01762-3, 12/21601-0, 14/13899-4, 10/51307-0, 15/17534-3, 14/01594-4, 11/22635-2, 14/12728-1, 14/13354-8)

SOARES, NATALIA C.; MORELLATO, LEONOR PATRICIA C.. Intraspecific Variation in Phenology and Reproductive Success of Microlicia laniflora: A Narrow-Endemic Species, Naturally Isolated on Rocky Outcrops. INTERNATIONAL JOURNAL OF PLANT SCIENCES, v. N/A, p. 14-pg., 2023-09-01. (13/50155-0, 09/54208-6, 10/51307-0)

GONCALVES, FILIPE MARCEL FERNANDES; PEDRONETTE, DANIEL CARLOS GUIMARAES; TORRES, RICARDO DA SILVA. Regression by Re-Ranking. PATTERN RECOGNITION, v. 140, p. 17-pg., 2023-04-09. (13/50155-0, 18/15597-6, 14/12236-1, 16/50250-1, 15/24494-8, 17/25908-6, 17/20945-0)

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, 2020. (19/16253-1, 16/50250-1, 14/50715-9, 17/20945-0, 14/12236-1, 13/50155-0, 15/24494-8)

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, 2022-09-16. (09/54208-6, 13/50155-0, 15/10754-8, 17/15152-1, 10/51307-0)

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, JUN 1 2020. (14/50715-9, 16/50250-1, 17/20945-0, 14/12236-1, 13/50169-1, 13/50155-0, 15/24494-8)

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, SEP 2021. (13/50155-0, 09/54208-6, 10/51307-0)

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, APR 2021. (13/50155-0, 10/51307-0, 09/54208-6)

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, JAN 2017. (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, MAR 2017. (10/05647-4, 13/50155-0, 15/19222-9, 13/50169-1)

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, MAY 2018. (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, MAY 2018. (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)

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, SEP 2019. (14/13899-4, 15/10754-8, 16/02312-8, 13/50155-0, 18/14118-7)

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, AUG 2018. (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, SEP 2018. (14/50715-9, 16/18429-1, 13/50155-0, 15/24494-8, 14/12236-1, 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, MAR 2017. (10/52113-5, 14/12728-1, 13/50155-0, 10/51307-0)

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, p. 15-pg., 2019-01-23. (10/51307-0, 13/50155-0)

DOS SANTOS, LILIAN C. B.; ALMEIDA, JURANDY; DOS SANTOS, JEFERSSON A.; GUIMARAES, SILVIO JAMIL F.; ARAUJO, ARNALDO DE A.; ALBERTON, BRUNA; MORELLATO, LEONOR PATRICIA C.; TORRES, RICARDO DA S.; IEEE. Phenological event detection by visual rhythm dissimilarity analysis. 2014 IEEE 10TH INTERNATIONAL CONFERENCE ON E-SCIENCE (E-SCIENCE), VOL 1, v. N/A, p. 8-pg., 2014-01-01. (13/50155-0, 10/52113-5, 07/52015-0, 10/51307-0, 09/18438-7)

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, SEP 2021. (14/21430-6, 17/27100-6, 10/51307-0, 13/50155-0)

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, MAY 2020. (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, JUL 2020. (14/12236-1, 13/50155-0, 16/50250-1, 14/50715-9, 17/20945-0)

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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, JAN 23 2019. (10/51307-0, 13/50155-0)

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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, APR 2021. (14/50715-9, 16/50250-1, 14/12236-1, 15/24494-8, 17/20945-0, 13/50155-0)

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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, 2020. (19/16253-1, 16/50250-1, 14/50715-9, 17/20945-0, 14/12236-1, 13/50155-0, 15/24494-8)

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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, APR 2019. (10/51307-0, 17/01663-4, 15/10754-8, 13/50155-0, 09/54208-6)

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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, DEC 2019. (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)

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, NOV 2019. (14/50715-9, 16/50250-1, 13/50169-1, 14/12236-1, 17/20945-0, 13/50155-0, 15/24494-8)

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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, 2018. (14/50715-9, 17/20945-0, 16/50250-1, 13/50155-0, 15/24494-8, 14/12236-1, 17/12646-3, 13/50169-1)

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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, AUG 2017. (10/52113-5, 13/50155-0, 13/50169-1)

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