| 1. Identity statement | ||||
| Reference Type | Conference Paper (Conference Proceedings) | |||
| Site | sibgrapi.sid.inpe.br | |||
| Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH | |||
| Identifier | 8JMKD3MGPAW/3PF65BB | |||
| Repository | sid.inpe.br/sibgrapi/2017/08.17.12.24 | |||
| Last Update | 2017:08.17.12.24.04 (UTC) administrator | |||
| Metadata Repository | sid.inpe.br/sibgrapi/2017/08.17.12.24.04 | |||
| Metadata Last Update | 2022:06.14.00.08.44 (UTC) administrator | |||
| DOI | 10.1109/SIBGRAPI.2017.58 | |||
| Citation Key | PiresSaPeSoLePa:2017:RoReBo | |||
| Title | A Robust Restricted Boltzmann Machine for Binary Image Denoising  | |||
| Format | On-line | |||
| Year | 2017 | |||
| Access Date | 2025, July 15 | |||
| Number of Files | 1 | |||
| Size | 737 KiB | |||
| 2. Context | ||||
| Author | 1 Pires, Rafael Gonçalves 2 Santos, Daniel Felipe Silva 3 Pereira, Luís Augusto Martins 4 Souza, Gustavo Botelho de 5 Levada, Alexandre Luis Magalhães 6 Papa, João Paulo | |||
| Affiliation | 1 Department of Computing Federal University of São Carlos São Carlos - SP, Brazil 2 Department of Computing São Paulo State University Bauru - SP, Brazil 3 Institute of Computing University of Campinas Campinas - SP, Brazil 4 Department of Computing Federal University of São Carlos São Carlos - SP, Brazil 5 Department of Computing Federal University of São Carlos São Carlos - SP, Brazil 6 Department of Computing São Paulo State University Bauru - SP, Brazil | |||
| 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 | rafapires@gmail.com | |||
| 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) | 2017-08-17 12:24:04 :: rafapires@gmail.com -> administrator :: 2022-06-14 00:08:44 :: administrator -> :: 2017 | |||
| 3. Content and structure | ||||
| Is the master or a copy? | is the master | |||
| Content Stage | completed | |||
| Transferable | 1 | |||
| Version Type | finaldraft | |||
| Keywords | image restoration machine learning restricted boltzmann machines | |||
| Abstract | During the image acquisition process, some level of noise is usually added to the real data mainly due to physical limitations of the acquisition sensor, and also regarding imprecisions during the data transmission and manipulation. Therefore, the resultant image needs to be processed in order to attenuate its noise without loosing details. Machine learning approaches have been successfully used for image denoising. Among such approaches, Restricted Boltzmann Machine (RBM) is one of the most used technique for this purpose. Here, we propose to enhance the RBM performance on image denoising by adding a posterior supervision before its final denoising step. To this purpose, we propose a simple but effective approach that performs a fine-tuning in the RBM model. Experiments on public datasets corrupted by different levels of Gaussian noise support the effectiveness of the proposed approach with respect to some state-of-the-art image denoising approaches. | |||
| Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2017 > A Robust Restricted... | |||
| Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > A Robust Restricted... | |||
| doc Directory Content | access | |||
| source Directory Content | there are no files | |||
| agreement Directory Content |
| |||
| 4. Conditions of access and use | ||||
| data URL | http://urlib.net/ibi/8JMKD3MGPAW/3PF65BB | |||
| zipped data URL | http://urlib.net/zip/8JMKD3MGPAW/3PF65BB | |||
| Language | en | |||
| Target File | PID4955441.pdf | |||
| User Group | rafapires@gmail.com | |||
| Visibility | shown | |||
| Update Permission | not transferred | |||
| 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 33 sid.inpe.br/sibgrapi/2022/06.10.21.49 2 | |||
| Host Collection | sid.inpe.br/banon/2001/03.30.15.38 | |||
| 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 | |||