1. Identity statement | |
Reference Type | Conference Paper (Conference Proceedings) |
Site | sibgrapi.sid.inpe.br |
Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH |
Identifier | 8JMKD3MGPAW/3M469G5 |
Repository | sid.inpe.br/sibgrapi/2016/07.13.17.47 |
Last Update | 2016:07.13.17.47.20 (UTC) administrator |
Metadata Repository | sid.inpe.br/sibgrapi/2016/07.13.17.47.20 |
Metadata Last Update | 2022:06.14.00.08.23 (UTC) administrator |
DOI | 10.1109/SIBGRAPI.2016.046 |
Citation Key | SouzaAlvLevCruMar:2016:GrApCo |
Title | A Graph-Based Approach for Contextual Image Segmentation |
Format | On-line |
Year | 2016 |
Access Date | 2024, May 03 |
Number of Files | 1 |
Size | 1219 KiB |
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2. Context | |
Author | 1 Souza, Gustavo Botelho de 2 Alves, Gabriel Marcelino 3 Levada, Alexandre Luís Magalhães 4 Cruvinel, Paulo Estevão 5 Marana, Aparecido Nilceu |
Affiliation | 1 Universidade Federal de São Carlos (UFSCar), Banco do Brasil 2 Universidade Federal de São Carlos (UFSCar), Embrapa Instrumentação 3 Universidade Federal de São Carlos (UFSCar) 4 Embrapa Instrumentação, Universidade Federal de São Carlos (UFSCar) 5 Universidade Estadual Paulista (UNESP), Universidade Federal de São Carlos (UFSCar) |
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 | gustavo.botelho@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 | IEEE Computer Society´s Conference Publishing Services |
Publisher City | Los Alamitos |
Book Title | Proceedings |
Tertiary Type | Full Paper |
History (UTC) | 2016-07-13 17:47:20 :: gustavo.botelho@gmail.com -> administrator :: 2016-10-05 14:49:11 :: administrator -> gustavo.botelho@gmail.com :: 2016 2016-10-13 15:48:47 :: gustavo.botelho@gmail.com -> administrator :: 2016 2022-06-14 00:08:23 :: administrator -> :: 2016 |
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3. Content and structure | |
Is the master or a copy? | is the master |
Content Stage | completed |
Transferable | 1 |
Version Type | finaldraft |
Keywords | Min Cut-Max Flow Graph Theory Anisotropic Diffusion Image Segmentation |
Abstract | Image segmentation is one of the most important tasks in Image Analysis since it allows locating the relevant regions of the images and discarding irrelevant information. Any mistake during this phase may cause serious problems to the subsequent methods of the image-based systems. The segmentation process is usually very complex since most of the images present some kind of noise. In this work, two techniques are combined to deal with such problem: one derived from the graph theory and other from the anisotropic filtering methods, both emphasizing the use of contextual information in order to classify each pixel in the image with higher precision. Given a noisy grayscale image, an anisotropic diffusion filter is applied in order to smooth the interior regions of the image, eliminating noise without loosing much information of boundary areas. After that, a graph is built based on the pixels of the obtained diffused image, linking adjacent nodes (pixels) and considering the capacity of the edges as a function of the filter properties. Then, after applying the Ford-Fulkerson algorithm, the minimum cut of the graph is found (following the min cut-max flow theorem), segmenting the object of interest. The results show that the proposed approach outperforms the traditional and well-referenced Otsu's method. |
Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2016 > A Graph-Based Approach... |
Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > A Graph-Based Approach... |
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/3M469G5 |
zipped data URL | http://urlib.net/zip/8JMKD3MGPAW/3M469G5 |
Language | en |
Target File | PID4357791.pdf |
User Group | gustavo.botelho@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 8JMKD3MGPEW34M/4742MCS |
Citing Item List | sid.inpe.br/sibgrapi/2016/07.02.23.50 7 sid.inpe.br/sibgrapi/2022/06.10.21.49 1 |
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 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 volume |
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