1. Identity statement | |
Reference Type | Conference Paper (Conference Proceedings) |
Site | sibgrapi.sid.inpe.br |
Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH |
Identifier | 8JMKD3MGPBW34M/3JLG56S |
Repository | sid.inpe.br/sibgrapi/2015/06.12.04.07 |
Last Update | 2015:06.12.04.07.28 (UTC) administrator |
Metadata Repository | sid.inpe.br/sibgrapi/2015/06.12.04.07.28 |
Metadata Last Update | 2022:06.20.23.28.10 (UTC) administrator |
DOI | 10.1109/SIBGRAPI.2015.20 |
Citation Key | AlexandreChowFalcMira:2015:GeFrSu |
Title | IFT-SLIC: A general framework for superpixel generation based on simple linear iterative clustering and image foresting transform |
Format | On-line |
Year | 2015 |
Access Date | 2024, May 07 |
Number of Files | 1 |
Size | 3728 KiB |
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2. Context | |
Author | 1 Alexandre, Eduardo Barreto 2 Chowdhury, Ananda Shankar 3 Falcão, Alexandre Xavier 4 Miranda, Paulo André Vechiatto de |
Affiliation | 1 Institute of Mathematics and Statistics (IME), Dept. of Computer Science, University of São Paulo (USP) 2 Dept. of Electronics and Telecommunication Engineering, Jadavpur University, Kolkata, India 3 Institute of Computing, Dept. of Information Systems, University of Campinas 4 Institute of Mathematics and Statistics (IME), Dept. of Computer Science, University of São Paulo (USP) |
Editor | Papa, João Paulo Sander, Pedro Vieira Marroquim, Ricardo Guerra Farrell, Ryan |
e-Mail Address | pmiranda@vision.ime.usp.br |
Conference Name | Conference on Graphics, Patterns and Images, 28 (SIBGRAPI) |
Conference Location | Salvador, BA, Brazil |
Date | 26-29 Aug. 2015 |
Publisher | IEEE Computer Society |
Publisher City | Los Alamitos |
Book Title | Proceedings |
Tertiary Type | Full Paper |
History (UTC) | 2015-06-12 04:07:28 :: pmiranda@vision.ime.usp.br -> administrator :: 2022-06-20 23:28:10 :: administrator -> :: 2015 |
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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 | Simple Linear Iterative Clustering Image Foresting Transform Superpixel unsupervised segmentation |
Abstract | Image representation based on superpixels has become indispensable for improving efficiency in Computer Vision systems. Object recognition, segmentation, depth estimation, and body model estimation are some important problems where superpixels can be applied. However, superpixels can influence the efficacy of the system in positive or negative manner, depending on how well they respect the object boundaries in the image. In this paper, we improve superpixel generation by extending a popular algorithm - Simple Linear Iterative Clustering (SLIC) - to consider minimum path costs between pixel and cluster centers rather than their direct distances. This creates a new Image Foresting Transform (IFT) operator that naturally defines superpixels as regions of strongly connected pixels by choice of the most suitable path-cost function for a given application. Non-smooth connectivity functions are also explored in our IFT-SLIC approach leading to improved performance. Experimental results indicate better superpixel extraction using the proposed approach as compared to that of SLIC. |
Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2015 > IFT-SLIC: A general... |
Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > IFT-SLIC: A general... |
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/8JMKD3MGPBW34M/3JLG56S |
zipped data URL | http://urlib.net/zip/8JMKD3MGPBW34M/3JLG56S |
Language | en |
Target File | 00078.pdf |
User Group | pmiranda@vision.ime.usp.br |
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 | 8JMKD3MGPBW34M/3K24PF8 8JMKD3MGPEW34M/4742MCS |
Citing Item List | sid.inpe.br/sibgrapi/2015/08.03.22.49 12 sid.inpe.br/banon/2001/03.30.15.38.24 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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