1. Identity statement | |
Reference Type | Conference Paper (Conference Proceedings) |
Site | sibgrapi.sid.inpe.br |
Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH |
Identifier | 8JMKD3MGPAW/3PF286B |
Repository | sid.inpe.br/sibgrapi/2017/08.16.15.06 |
Last Update | 2017:08.23.13.45.57 (UTC) administrator |
Metadata Repository | sid.inpe.br/sibgrapi/2017/08.16.15.06.49 |
Metadata Last Update | 2022:06.14.00.08.42 (UTC) administrator |
DOI | 10.1109/SIBGRAPI.2017.50 |
Citation Key | FreitasFari:2017:PeViSe |
Title | On the Performance of Visual Semantics for Improving Texture-based Blind Image Quality Assessment |
Format | On-line |
Year | 2017 |
Access Date | 2024, Oct. 08 |
Number of Files | 1 |
Size | 12718 KiB |
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2. Context | |
Author | 1 Freitas, Pedro Garcia 2 Farias, Mylène C. Q. |
Affiliation | 1 University of Brasília 2 University of Brasília |
Editor | Torchelsen, Rafael Piccin Nascimento, Erickson Rangel do Panozzo, Daniele Liu, Zicheng Farias, Mylène Viera, Thales Sacht, Leonardo Ferreira, Nivan Comba, João Luiz Dihl Hirata, Nina Schiavon Porto, Marcelo Vital, Creto Pagot, Christian Azambuja Petronetto, Fabiano Clua, Esteban Cardeal, Flávio |
e-Mail Address | sawp@sawp.com.br |
Conference Name | Conference on Graphics, Patterns and Images, 30 (SIBGRAPI) |
Conference Location | Niterói, RJ, Brazil |
Date | 17-20 Oct. 2017 |
Publisher | IEEE Computer Society |
Publisher City | Los Alamitos |
Book Title | Proceedings |
Tertiary Type | Full Paper |
History (UTC) | 2017-08-23 13:45:57 :: sawp@sawp.com.br -> administrator :: 2017 2022-06-14 00:08:42 :: administrator -> :: 2017 |
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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 | Image Quality Assessment Opposite Color Local Binary Patterns ImageNet Deep Learning Semantic Features |
Abstract | Blind image quality assessment (BIQA) methods aim to estimate the quality of a given test image without referring to the corresponding reference (original) image. Most BIQA methods use visual sensitivity models, which take into consideration intrinsic image characteristics (e.g. contrast, luminance, and texture) to identify degradations and estimate quality. For example, texture-based BIQA methods are based on the assumption that visual impairments (degradations) alter the characteristics of the image textures and, therefore, their statistics. Although these methods have been are known to provide an acceptable performance, they do not take into account the semantic information of the image. In this paper, we propose a BIQA method that estimates quality using texture characteristics and semantic information. The texture characteristics are obtained using the Opponent Color Local Binary Pattern (OCL) operator. The semantic information is obtained by estimating the probability distribution of the scene characteristics. A random forest regression algorithm is used to map semantic and texture-based features into a quality score. Results obtained testing the proposed BIQA method on several public databases show the method has a good accuracy on quality prediction. |
Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2017 > On the Performance... |
Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > On the Performance... |
doc Directory Content | access |
source Directory Content | sibgrapi2017-cameraready-v1.pdf | 16/08/2017 12:06 | 12.4 MiB | |
agreement Directory Content | |
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4. Conditions of access and use | |
data URL | http://urlib.net/ibi/8JMKD3MGPAW/3PF286B |
zipped data URL | http://urlib.net/zip/8JMKD3MGPAW/3PF286B |
Language | en |
Target File | sibgrapi2017-cameraready-v2.pdf |
User Group | sawp@sawp.com.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 | 8JMKD3MGPAW/3PKCC58 8JMKD3MGPEW34M/4742MCS |
Citing Item List | sid.inpe.br/sibgrapi/2017/09.12.13.04 52 sid.inpe.br/sibgrapi/2022/06.10.21.49 2 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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