| 1. Identity statement | ||||
| Reference Type | Conference Paper (Conference Proceedings) | |||
| Site | sibgrapi.sid.inpe.br | |||
| Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH | |||
| Identifier | 8JMKD3MGPEW34M/45CS5L8 | |||
| Repository | sid.inpe.br/sibgrapi/2021/09.06.07.13 | |||
| Last Update | 2021:09.06.20.38.31 (UTC) administrator | |||
| Metadata Repository | sid.inpe.br/sibgrapi/2021/09.06.07.13.28 | |||
| Metadata Last Update | 2022:06.14.00.00.27 (UTC) administrator | |||
| DOI | 10.1109/SIBGRAPI54419.2021.00055 | |||
| Citation Key | FonsecaNegPerCouGui:2021:ToAuMa | |||
| Title | New hierarchy-based segmentation layer: towards automatic marker proposal  | |||
| Format | On-line | |||
| Year | 2021 | |||
| Access Date | 2024, May 06 | |||
| Number of Files | 1 | |||
| Size | 2213 KiB | |||
| 2. Context | ||||
| Author | 1 Fonseca, Gabriel Barbosa da 2 Negrel, Romain 3 Perret, Benjamin 4 Cousty, Jean 5 Guimarães, Silvio Jamil Ferzoli | |||
| Affiliation | 1 Pontifícia Universidade Católica de Minas Gerais 2 ESIEE Paris 3 LIGM, Université Gustave Eiffel, CNRS, ESIEE Paris 4 LIGM, Université Gustave Eiffel, CNRS, ESIEE Paris 5 Pontifícia Universidade Católica de Minas Gerais | |||
| Editor | Paiva, Afonso Menotti, David Baranoski, Gladimir V. G. Proença, Hugo Pedro Junior, Antonio Lopes Apolinario Papa, João Paulo Pagliosa, Paulo dos Santos, Thiago Oliveira e Sá, Asla Medeiros da Silveira, Thiago Lopes Trugillo Brazil, Emilio Vital Ponti, Moacir A. Fernandes, Leandro A. F. Avila, Sandra | |||
| e-Mail Address | gbrl12@gmail.com | |||
| Conference Name | Conference on Graphics, Patterns and Images, 34 (SIBGRAPI) | |||
| Conference Location | Gramado, RS, Brazil (virtual) | |||
| Date | 18-22 Oct. 2021 | |||
| Publisher | IEEE Computer Society | |||
| Publisher City | Los Alamitos | |||
| Book Title | Proceedings | |||
| Tertiary Type | Full Paper | |||
| History (UTC) | 2021-09-06 20:38:32 :: gbrl12@gmail.com -> administrator :: 2021 2022-03-02 00:54:15 :: administrator -> menottid@gmail.com :: 2021 2022-03-02 13:25:45 :: menottid@gmail.com -> administrator :: 2021 2022-06-14 00:00:27 :: administrator -> :: 2021 | |||
| 3. Content and structure | ||||
| Is the master or a copy? | is the master | |||
| Content Stage | completed | |||
| Transferable | 1 | |||
| Version Type | finaldraft | |||
| Keywords | interactive image segmentation automatic marker proposal segmentation layer deep learning | |||
| Abstract | Image segmentation is an ill-posed problem by definition, as it is not always possible to automatically select which object appearing in an image is the object of interest. To deal with this issue, prior knowledge in the form of human-given markers can be included in the segmentation pipeline. Even though user interaction can drastically improve segmentation results, it is an expensive resource, and finding ways to reduce human effort on an interactive segmentation loop is of great interest. In this work, we propose a new segmentation layer to be used with deep neural networks, which allows us to create and train in an end-to-end fashion a marker creation network. To train the network, we propose a loss function composed of: a segmentation loss using the proposed differentiable segmentation layer; and a set of regularization functions that enforce the desired characteristics on the produced markers. We showed that by using the proposed layer and loss function, we can train the network to automatically generate markers that recover a good segmentation and have desirable shape characteristics. This behavior is observed on the training dataset, as well as on four unseen datasets. | |||
| Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2021 > New hierarchy-based segmentation... | |||
| Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > New hierarchy-based segmentation... | |||
| 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/8JMKD3MGPEW34M/45CS5L8 | |||
| zipped data URL | http://urlib.net/zip/8JMKD3MGPEW34M/45CS5L8 | |||
| Language | en | |||
| Target File | SIBGRAPI2021_learning_markers_CR2.pdf | |||
| User Group | gbrl12@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 | 8JMKD3MGPEW34M/45PQ3RS 8JMKD3MGPEW34M/4742MCS | |||
| Citing Item List | sid.inpe.br/sibgrapi/2021/11.12.11.46 8 | |||
| 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 | |||