Exploiting ConvNet diversity for flooding identification

Publikation: Beiträge in ZeitschriftenZeitschriftenaufsätzeForschungbegutachtet

Authors

  • Keiller Nogueira
  • Samuel G. Fadel
  • Icaro C. Dourado
  • Rafael O. De Werneck
  • Javier A.V. Munoz
  • Otavio A.B. Penatti
  • Rodrigo T. Calumby
  • Lin Tzy Li
  • Jefersson A. Dos Santos
  • Ricardo Da S. Torres

Flooding is the world's most costly type of natural disaster in terms of both economic losses and human causalities. A first and essential procedure toward flood monitoring is based on identifying the area most vulnerable to flooding, which gives authorities relevant regions to focus. In this letter, we propose several methods to perform flooding identification in high-resolution remote sensing images using deep learning. Specifically, some proposed techniques are based upon unique networks, such as dilated and deconvolutional ones, whereas others were conceived to exploit diversity of distinct networks in order to extract the maximum performance of each classifier. The evaluation of the proposed methods was conducted in a high-resolution remote sensing data set. Results show that the proposed algorithms outperformed the state-of-the-art baselines, providing improvements ranging from 1% to 4% in terms of the Jaccard Index.

OriginalspracheEnglisch
Aufsatznummer8398414
ZeitschriftIEEE Geoscience and Remote Sensing Letters
Jahrgang15
Ausgabenummer9
Seiten (von - bis)1446-1450
Anzahl der Seiten5
ISSN1545-598X
DOIs
PublikationsstatusErschienen - 09.2018

DOI

Zuletzt angesehen

Publikationen

  1. Sustainable development and learning for sustainability through a regional network project
  2. Multi-view hidden markov perceptrons
  3. Markups and Concentration in the Context of Digitization
  4. Consequences of extreme weather events for developing countries based on the example of Mongolia
  5. Development and validation of the Later Life Work Index for successful management of an aging workforce
  6. Geometric Properties on the Perfect Decoupling Disturbance Control in Manufacturing Systems
  7. Optimum parameters and rate-controlling mechanisms for hot working of extruded Mg-3Sn-1Ca alloy
  8. Web 2.0 Tasks in Action
  9. Participation in multi-level policy implementation: exploring the influence of governance culture
  10. The too-much-precision effect: When and why precise anchors backfire with experts
  11. Performance Saga: Interview 06
  12. Integrating multiple elements of environmental justice into urban blue space planning using public participation geographic information systems
  13. Elution of monomers from provisional composite materials
  14. On kites, comets, and stars. Sums of eigenvector coefficients in (molecular) graphs.
  15. Method of Artificial Vision in Guide Cane for Visually Impaired People
  16. Pragmatics broadly viewed
  17. Fishing for interpretation
  18. Art 159: Composition, procedure and voting
  19. V/2. Ethisch
  20. Alternating forms of lock-in: Publishing digital news in the path of a free content culture.
  21. Implikationen der Digitalisierung für die Organisation
  22. Introduction: Manufacturing as a challenge in Industry 4.0 process
  23. User experience and behavior concerning digital scaffolding during EFL speaking practice
  24. Pivoting the Player
  25. Effectiveness of One Videoconference-Based Exposure and Response Prevention Session at Home in Adjunction to Inpatient Treatment in Persons With Obsessive-Compulsive Disorder
  26. Spatial variation in human disturbances and their effects on forest structure and biodiversity across an Afromontane forest
  27. Flexible and Adaptable Restoration
  28. Notizen zum Interview
  29. Evaluation of a temporal causal model for predicting the mood of clients in an online therapy
  30. Consequence evaluations and moral concerns about climate change
  31. Three-dimensional microstructural analysis of Mg-Al-Zn alloys by synchrotron-radiation-based microtomography
  32. The European Commission’s Expert Groups
  33. Students' Time Allocation and School Performance
  34. THE “CONSULTING DETECTIVE" NITHAN THONG-IN BY KING VAJIRAVUDH
  35. Tourismusräume
  36. Bioconversion of agri-food residues into lactic acid
  37. The self-sabotage of conservation
  38. Including software aspects in green IT
  39. Measuring plant root traits under controlled and field conditions
  40. Space-focused stereotypes and their potential role in group-based disparities in social work services
  41. Starker Bär und schneller Hirsch
  42. Grauzonen der Feldforschung