| Full text | |
| Author(s): |
Dias, Danielle
[1]
;
Pinto, Allan
[2]
;
Dias, Ulisses
[3]
;
Lamparelli, Rubens
[4]
;
Le Maire, Guerric
[5]
;
Torres, Ricardo da S.
[6]
Total Authors: 6
|
| Affiliation: | [1] Univ Campinas Unicamp, Inst Comp, BR-13083852 Campinas - Brazil
[2] Univ Campinas Unicamp, Sch Phys Educ, Inst Comp, BR-13083851 Campinas - Brazil
[3] Univ Campinas Unicamp, Sch Technol, BR-13484332 Limeira - Brazil
[4] Univ Estadual Campinas, Nucleo Interdisciplinar Planejamento Energetico, BR-13083896 Campinas - Brazil
[5] Univ Montpellier, Montpellier SupAgro, Eco&Sols, CIRAD, INRA, IRD, F-34060 Montpellier 2 - France
[6] Norwegian Univ Sci & Technol, Dept ICT & Nat Sci, NO-6009 Alesund - Norway
Total Affiliations: 6
|
| Document type: | Journal article |
| Source: | IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING; v. 13, p. 4399-4409, 2020. |
| Web of Science Citations: | 0 |
| Abstract | |
This article addresses the pixelwise classification problem based on temporal profiles, which are encoded in 2-D representations based on recurrence plots, Gramian angular/ difference fields, and Markov transition field. We propose a multirepresentational fusion scheme that exploits the complementary view provided by those time series representations and different data-driven feature extractors and classifiers. We validate our ensemble scheme in the problem related to the classification of eucalyptus plantations in remote sensing images. Achieved results demonstrate that our proposal overcomes recently proposed baselines, and now represents the new state-of-the-art classification solution for the target dataset. (AU) | |
| FAPESP's process: | 19/16253-1 - Unraveling the secret of Brazilian and Dutch soccer by capturing successful elements of playing style and playing strategies |
| Grantee: | Allan da Silva Pinto |
| Support Opportunities: | Scholarships in Brazil - Post-Doctorate |
| FAPESP's process: | 16/50250-1 - The secret of playing football: Brazil versus the Netherlands |
| Grantee: | Sergio Augusto Cunha |
| Support Opportunities: | Research Projects - Thematic Grants |
| FAPESP's process: | 14/50715-9 - Characterizing and predicting biomass production in sugarcane and eucalyptus plantations in Brazil |
| Grantee: | Rubens Augusto Camargo Lamparelli |
| Support Opportunities: | Research Grants - Research Partnership for Technological Innovation - PITE |
| FAPESP's process: | 17/20945-0 - Multi-user equipment approved in great 16/50250-1: local positioning system |
| Grantee: | Sergio Augusto Cunha |
| Support Opportunities: | Multi-user Equipment Program |
| FAPESP's process: | 14/12236-1 - AnImaLS: Annotation of Images in Large Scale: what can machines and specialists learn from interaction? |
| Grantee: | Alexandre Xavier Falcão |
| Support Opportunities: | Research Projects - Thematic Grants |
| FAPESP's process: | 13/50155-0 - Combining new technologies to monitor phenology from leaves to ecosystems |
| Grantee: | Leonor Patricia Cerdeira Morellato |
| Support Opportunities: | Research Program on Global Climate Change - University-Industry Cooperative Research (PITE) |
| FAPESP's process: | 15/24494-8 - Communications and processing of big data in cloud and fog computing |
| Grantee: | Nelson Luis Saldanha da Fonseca |
| Support Opportunities: | Research Projects - Thematic Grants |