| 1. Identity statement | |
| Reference Type | Conference Paper (Conference Proceedings) |
| Site | sibgrapi.sid.inpe.br |
| Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH |
| Identifier | 83LX3pFwXQZW44Lb/cMRPz |
| Repository | dpi.inpe.br/ambro/1998/04.17.15.45 |
| Last Update | 1998:05.25.03.00.00 (UTC) administrator |
| Metadata Repository | sid.inpe.br/banon/2001/03.30.15.55.10 |
| Metadata Last Update | 2022:06.17.22.27.44 (UTC) administrator |
| ISBN | 85-244-0103-6 |
| Citation Key | MoreiraCost:1996:NeCoIm |
| Title | Neural-based color image segmentation and classification using self-organizing maps  |
| Format | Impresso, On-line. |
| Year | 1996 |
| Access Date | 2024, Apr. 25 |
| Number of Files | 1 |
| Size | 77 KiB |
| 2. Context | |
| Author | 1 Moreira, Jander 2 Costa, Luciano da Fontoura |
| Editor | Velho, Luiz Albuquerque, Arnaldo de Lotufo, Roberto A. |
| Conference Name | Simpósio Brasileiro de Computação Gráfica e Processamento de Imagens, 9 (SIBGRAPI) |
| Conference Location | Caxambu, MG, Brazil |
| Date | 29 Oct.-1 Nov. 1996 |
| Publisher | Sociedade Brasileira de Computação |
| Publisher City | Porto Alegre |
| Pages | 47-54 |
| Book Title | Anais |
| Tertiary Type | Artigo |
| Organization | SBC - Sociedade Brasileira de Computação; UFMG - Universidade Federal de Minas Gerais |
| History (UTC) | 2008-07-17 14:17:55 :: administrator -> banon :: 2010-08-28 20:04:48 :: banon -> administrator :: 2013-04-05 16:31:17 :: administrator -> banon :: 1996 2013-04-05 16:47:49 :: banon -> administrator :: 1996 2022-06-17 22:27:44 :: administrator -> banon :: 1996 |
| 3. Content and structure | |
| Is the master or a copy? | is the master |
| Content Stage | completed |
| Transferable | 1 |
| Keywords | color segmentation neural networks self-organizing maps classification k-means segmentation nearest-neighbor classification |
| Abstract | This paper presents a method for color image segmentation which uses classification to group pixels into regions. The chromaticity is used as data source for the method because it is normalized and considers only hue and saturation, excluding the luminance component. The classification is carried out by means of a self-organizing map (SOM), which is employed to obtain the main chromaticities present in the image. Then, each pixel is classified according to the identified classes. The number of classes is a priori unknown and the artificial neural network that implements the SOM is used to determine the main classes. The detection of the classes in the SOM is done by using a K-means segmentation. The obtained results substantiate the feasibility of the method, whose performance is compared, for evaluation, to human-assisted segmentation. A comparison of the method with a segmentation based on the k-nearest-neighbor classification is also presented. |
| Type | Reconhecimento de Padrões |
| Arrangement 1 | urlib.net > SDLA > Fonds > Full Index > Neural-based color image... |
| Arrangement 2 | urlib.net > SDLA > Fonds > SIBGRAPI 1996 > Sumário > Neural-based color image... |
| Arrangement 3 | urlib.net > SDLA > Fonds > SIBGRAPI 1996 > Sumário > Índice > Neural-based color image... |
| doc Directory Content | access |
| source Directory Content | there are no files |
| agreement Directory Content | there are no files |
| 4. Conditions of access and use | |
| data URL | http://urlib.net/ibi/83LX3pFwXQZW44Lb/cMRPz |
| zipped data URL | http://urlib.net/zip/83LX3pFwXQZW44Lb/cMRPz |
| Language | en |
| Target File | a19.pdf |
| User Group | administrator banon |
| Visibility | shown |
| 5. Allied materials | |
| Mirror Repository | sid.inpe.br/sibgrapi@80/2007/08.02.16.22 |
| Next Higher Units | 8JMKD3MGPEW34M/4742MCS 8JMKD3MGPBW34M/3DRR7SB 8JMKD3MGPBW34M/3DRRJT5 |
| Citing Item List | sid.inpe.br/banon/2001/03.30.15.38.24 1 |
| Host Collection | sid.inpe.br/banon/2001/03.30.15.38 |
| 6. Notes | |
| Empty Fields | affiliation archivingpolicy archivist area callnumber contenttype copyholder copyright creatorhistory descriptionlevel dissemination documentstage doi e-mailaddress edition electronicmailaddress group issn label lineage mark nextedition notes numberofvolumes orcid parameterlist parentrepositories previousedition previouslowerunit progress project readergroup readpermission resumeid rightsholder schedulinginformation secondarydate secondarykey secondarymark secondarytype serieseditor session shorttitle sponsor subject tertiarymark url versiontype volume |
| 7. Description control | |
| e-Mail (login) | banon |
| update | |