| 1. Identity statement | ||||
| Reference Type | Conference Paper (Conference Proceedings) | |||
| Site | sibgrapi.sid.inpe.br | |||
| Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH | |||
| Identifier | 8JMKD3MGPAW/3M4UNG2 | |||
| Repository | sid.inpe.br/sibgrapi/2016/07.18.20.42 | |||
| Last Update | 2016:07.18.20.42.24 (UTC) administrator | |||
| Metadata Repository | sid.inpe.br/sibgrapi/2016/07.18.20.42.24 | |||
| Metadata Last Update | 2022:06.14.00.08.26 (UTC) administrator | |||
| DOI | 10.1109/SIBGRAPI.2016.059 | |||
| Citation Key | RibeiroTeiFerJrNas:2016:CoAsLa | |||
| Title | Complexity-Aware Assignment of Latent Values in Discriminative Models for Accurate Gesture Recognition  | |||
| Format | On-line | |||
| Year | 2016 | |||
| Access Date | 2024, May 03 | |||
| Number of Files | 1 | |||
| Size | 636 KiB | |||
| 2. Context | ||||
| Author | 1 Ribeiro, Manoel Horta 2 Teixeira, Bruno 3 Fernandes, Antônio Otávio 4 Jr. , Wagner Meira 5 Nascimento, Erickson R. | |||
| Affiliation | 1 Computer Science Department, Universidade Federal de Minas Gerais 2 Computer Science Department, Universidade Federal de Minas Gerais 3 Computer Science Department, Universidade Federal de Minas Gerais 4 Computer Science Department, Universidade Federal de Minas Gerais 5 Computer Science Department, Universidade Federal de Minas Gerais | |||
| Editor | Aliaga, Daniel G. Davis, Larry S. Farias, Ricardo C. Fernandes, Leandro A. F. Gibson, Stuart J. Giraldi, Gilson A. Gois, João Paulo Maciel, Anderson Menotti, David Miranda, Paulo A. V. Musse, Soraia Namikawa, Laercio Pamplona, Mauricio Papa, João Paulo Santos, Jefersson dos Schwartz, William Robson Thomaz, Carlos E. | |||
| e-Mail Address | manoelribeiro@dcc.ufmg.br | |||
| Conference Name | Conference on Graphics, Patterns and Images, 29 (SIBGRAPI) | |||
| Conference Location | São José dos Campos, SP, Brazil | |||
| Date | 4-7 Oct. 2016 | |||
| Publisher | IEEE Computer Society´s Conference Publishing Services | |||
| Publisher City | Los Alamitos | |||
| Book Title | Proceedings | |||
| Tertiary Type | Full Paper | |||
| History (UTC) | 2016-07-18 20:42:24 :: manoelribeiro@dcc.ufmg.br -> administrator :: 2022-06-14 00:08:26 :: administrator -> :: 2016 | |||
| 3. Content and structure | ||||
| Is the master or a copy? | is the master | |||
| Content Stage | completed | |||
| Transferable | 1 | |||
| Version Type | finaldraft | |||
| Keywords | discriminative models conditional random fields gesture recognition activity recognition | |||
| Abstract | Many of the state-of-the-art algorithms for gesture recognition are based on Conditional Random Fields (CRFs). Successful approaches, such as the Latent-Dynamic CRFs, extend the CRF by incorporating latent variables, whose values are mapped to the values of the labels. In this paper we propose a novel methodology to set the latent values according to the gesture complexity. We use an heuristic that iterates through the samples associated with each label value, estimating their complexity. We then use it to assign the latent values to the label values. We evaluate our method on the task of recognizing human gestures from video streams. The experiments were performed in binary datasets, generated by grouping different labels. Our results demonstrate that our approach outperforms the arbitrary one in many cases, increasing the accuracy by up to 10\%. | |||
| Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2016 > Complexity-Aware Assignment of... | |||
| Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > Complexity-Aware Assignment of... | |||
| 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/8JMKD3MGPAW/3M4UNG2 | |||
| zipped data URL | http://urlib.net/zip/8JMKD3MGPAW/3M4UNG2 | |||
| Language | en | |||
| Target File | manoel_sibgrapi_final_version.pdf | |||
| User Group | manoelribeiro@dcc.ufmg.br | |||
| 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/3M2D4LP 8JMKD3MGPEW34M/4742MCS | |||
| Citing Item List | sid.inpe.br/sibgrapi/2016/07.02.23.50 5 | |||
| 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 | |||