Application of fully convolutional neural networks to mapping industrial oil palm plantations

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Original languageEnglish
Title of host publicationAnalysis of Images, Social Networks and Texts - 7th International Conference, AIST 2018, Revised Selected Papers
EditorsAlexander Panchenko, Wil M. van der Aalst, Michael Khachay, Panos M. Pardalos, Vladimir Batagelj, Natalia Loukachevitch, Goran Glavaš, Dmitry I. Ignatov, Sergei O. Kuznetsov, Olessia Koltsova, Irina A. Lomazova, Andrey V. Savchenko, Amedeo Napoli, Marcello Pelillo
PublisherSpringer Verlag
Pages155-167
Number of pages13
ISBN (Print)9783030110260
DOIs
Publication statusPublished - 1 Jan 2018
Event7th International Conference on Analysis of Images, Social Networks and Texts, AIST 2018 - Moscow, Russian Federation
Duration: 5 Jul 20187 Jul 2018

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume11179 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference7th International Conference on Analysis of Images, Social Networks and Texts, AIST 2018
CountryRussian Federation
CityMoscow
Period05/07/201807/07/2018

Fingerprint

Palm oil
Neural Networks
Neural networks
Landsat
Normalized Difference Vegetation Index
Global Warming
Texture Feature
Random Forest
Sustainability
Global warming
Carbon Dioxide
Sustainable development
Carbon dioxide
Absorption
Segmentation
Textures
Pixel
Pixels
Semantics
Entire

Keywords

  • FCN-8s
  • Mapping tree plantations
  • Remote sensing
  • Semi-automated methods

ASJC Scopus subject areas

  • Theoretical Computer Science
  • Computer Science(all)

Cite this

Baklanov, A., Khachay, M., & Pasynkov, M. (2018). Application of fully convolutional neural networks to mapping industrial oil palm plantations. In A. Panchenko, W. M. van der Aalst, M. Khachay, P. M. Pardalos, V. Batagelj, N. Loukachevitch, G. Glavaš, D. I. Ignatov, S. O. Kuznetsov, O. Koltsova, I. A. Lomazova, A. V. Savchenko, A. Napoli, ... M. Pelillo (Eds.), Analysis of Images, Social Networks and Texts - 7th International Conference, AIST 2018, Revised Selected Papers (pp. 155-167). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 11179 LNCS). Springer Verlag. https://doi.org/10.1007/978-3-030-11027-7_16
Baklanov, Artem ; Khachay, Michael ; Pasynkov, Maxim. / Application of fully convolutional neural networks to mapping industrial oil palm plantations. Analysis of Images, Social Networks and Texts - 7th International Conference, AIST 2018, Revised Selected Papers. editor / Alexander Panchenko ; Wil M. van der Aalst ; Michael Khachay ; Panos M. Pardalos ; Vladimir Batagelj ; Natalia Loukachevitch ; Goran Glavaš ; Dmitry I. Ignatov ; Sergei O. Kuznetsov ; Olessia Koltsova ; Irina A. Lomazova ; Andrey V. Savchenko ; Amedeo Napoli ; Marcello Pelillo. Springer Verlag, 2018. pp. 155-167 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).
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title = "Application of fully convolutional neural networks to mapping industrial oil palm plantations",
keywords = "FCN-8s, Mapping tree plantations, Remote sensing, Semi-automated methods",
author = "Artem Baklanov and Michael Khachay and Maxim Pasynkov",
year = "2018",
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doi = "10.1007/978-3-030-11027-7_16",
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editor = "Alexander Panchenko and {van der Aalst}, {Wil M.} and Michael Khachay and Pardalos, {Panos M.} and Vladimir Batagelj and Natalia Loukachevitch and Goran Glavaš and Ignatov, {Dmitry I.} and Kuznetsov, {Sergei O.} and Olessia Koltsova and Lomazova, {Irina A.} and Savchenko, {Andrey V.} and Amedeo Napoli and Marcello Pelillo",
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Baklanov, A, Khachay, M & Pasynkov, M 2018, Application of fully convolutional neural networks to mapping industrial oil palm plantations. in A Panchenko, WM van der Aalst, M Khachay, PM Pardalos, V Batagelj, N Loukachevitch, G Glavaš, DI Ignatov, SO Kuznetsov, O Koltsova, IA Lomazova, AV Savchenko, A Napoli & M Pelillo (eds), Analysis of Images, Social Networks and Texts - 7th International Conference, AIST 2018, Revised Selected Papers. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 11179 LNCS, Springer Verlag, pp. 155-167, 7th International Conference on Analysis of Images, Social Networks and Texts, AIST 2018, Moscow, Russian Federation, 05/07/2018. https://doi.org/10.1007/978-3-030-11027-7_16

Application of fully convolutional neural networks to mapping industrial oil palm plantations. / Baklanov, Artem; Khachay, Michael; Pasynkov, Maxim.

Analysis of Images, Social Networks and Texts - 7th International Conference, AIST 2018, Revised Selected Papers. ed. / Alexander Panchenko; Wil M. van der Aalst; Michael Khachay; Panos M. Pardalos; Vladimir Batagelj; Natalia Loukachevitch; Goran Glavaš; Dmitry I. Ignatov; Sergei O. Kuznetsov; Olessia Koltsova; Irina A. Lomazova; Andrey V. Savchenko; Amedeo Napoli; Marcello Pelillo. Springer Verlag, 2018. p. 155-167 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 11179 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

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Baklanov A, Khachay M, Pasynkov M. Application of fully convolutional neural networks to mapping industrial oil palm plantations. In Panchenko A, van der Aalst WM, Khachay M, Pardalos PM, Batagelj V, Loukachevitch N, Glavaš G, Ignatov DI, Kuznetsov SO, Koltsova O, Lomazova IA, Savchenko AV, Napoli A, Pelillo M, editors, Analysis of Images, Social Networks and Texts - 7th International Conference, AIST 2018, Revised Selected Papers. Springer Verlag. 2018. p. 155-167. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). https://doi.org/10.1007/978-3-030-11027-7_16