1. Identity statement | |
Reference Type | Conference Paper (Conference Proceedings) |
Site | sibgrapi.sid.inpe.br |
Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH |
Identifier | 8JMKD3MGPAW/3MGQ5S5 |
Repository | sid.inpe.br/sibgrapi/2016/09.29.14.56 |
Last Update | 2016:09.29.14.56.57 (UTC) edemir.matcomp@gmail.com |
Metadata Repository | sid.inpe.br/sibgrapi/2016/09.29.14.56.57 |
Metadata Last Update | 2022:05.18.22.21.10 (UTC) administrator |
Citation Key | AndradeJrAraúSant:2016:MuClRe |
Title | Multimodal classification of remote sensing images |
Format | On-line |
Year | 2016 |
Access Date | 2024, May 14 |
Number of Files | 1 |
Size | 983 KiB |
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2. Context | |
Author | 1 Andrade Junior, Edemir Ferreira de 2 Araújo, Arnaldo de Albuquerque 3 Santos, Jefersson Alex dos |
Affiliation | 1 Universidade Federal de Minas Gerais 2 Universidade Federal de Minas Gerais 3 Universidade Federal de Minas Gerais |
Editor | Aliaga, Daniel G. Davis, Larry S. Farias, Ricardo C. Fernandes, Leandro A. F. Gibson, Stuart J. Giraldi, Gilson A. Gois, João Paulo Maciel, Anderson Menotti, David Miranda, Paulo A. V. Musse, Soraia Namikawa, Laercio Pamplona, Mauricio Papa, João Paulo Santos, Jefersson dos Schwartz, William Robson Thomaz, Carlos E. |
e-Mail Address | edemir.matcomp@gmail.com |
Conference Name | Conference on Graphics, Patterns and Images, 29 (SIBGRAPI) |
Conference Location | São José dos Campos, SP, Brazil |
Date | 4-7 Oct. 2016 |
Publisher | Sociedade Brasileira de Computação |
Publisher City | Porto Alegre |
Book Title | Proceedings |
Tertiary Type | Master's or Doctoral Work |
History (UTC) | 2016-09-29 14:56:57 :: edemir.matcomp@gmail.com -> administrator :: 2022-05-18 22:21:10 :: administrator -> :: 2016 |
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3. Content and structure | |
Is the master or a copy? | is the master |
Content Stage | completed |
Transferable | 1 |
Keywords | multimodal classification remote sensing data fusion |
Abstract | Remote Sensing Images (RSIs) have been used as a major source of data, particularly with respect to the creation of thematic maps. This process is usually modeled as a supervised classification problem where the system needs to learn the patterns of interest provided by the user and assign a class to the rest of the image regions. Associated with the nature of RSIs, there are several challenges that can be highlighted: (1) they are georeferenced images, i.e., a geographic coordinate is associated with each pixel; (2) the data commonly captures specific frequencies across the electromagnetic spectrum instead of the visible spectrum, which requires the development of specific algorithms to describe patterns; (3) the detail level of each data may vary, resulting in images with different spatial and pixel resolution, but covering the same area; (4) due to the high pixel resolution images, efficient processing algorithms are desirable. Thus, it is very common to have images obtained from different sensors, which could improve the quality of thematic maps generated. However, this requires the creation of techniques to properly encode and combine the different properties of the images. Therefore, this M.Sc. dissertation proposes two techniques for classification of regions in RSIs that manages to encode features extracted from different sources of data, spectral and spatial domains. The major objective is the development of approaches able to exploit the diversity of these different types of features to improve the accuracy in the creation of thematic maps. |
Arrangement | urlib.net > SDLA > Fonds > SIBGRAPI 2016 > Multimodal classification of... |
doc Directory Content | access |
source Directory Content | there are no files |
agreement Directory Content | |
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4. Conditions of access and use | |
data URL | http://urlib.net/ibi/8JMKD3MGPAW/3MGQ5S5 |
zipped data URL | http://urlib.net/zip/8JMKD3MGPAW/3MGQ5S5 |
Language | en |
Target File | WTD_CameraReady_EdemirFerreira.pdf |
User Group | edemir.matcomp@gmail.com |
Visibility | shown |
Update Permission | not transferred |
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5. Allied materials | |
Mirror Repository | sid.inpe.br/banon/2001/03.30.15.38.24 |
Next Higher Units | 8JMKD3MGPAW/3M2D4LP |
Citing Item List | sid.inpe.br/sibgrapi/2016/07.02.23.50 6 |
Host Collection | sid.inpe.br/banon/2001/03.30.15.38 |
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6. Notes | |
Empty Fields | archivingpolicy archivist area callnumber contenttype copyholder copyright creatorhistory descriptionlevel dissemination doi edition electronicmailaddress group isbn issn label lineage mark nextedition notes numberofvolumes orcid organization pages parameterlist parentrepositories previousedition previouslowerunit progress project readergroup readpermission resumeid rightsholder schedulinginformation secondarydate secondarykey secondarymark secondarytype serieseditor session shorttitle sponsor subject tertiarymark type url versiontype volume |
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