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June 9, 2019
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Proceedings Paper
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Using Self-Organizing Maps for Intelligent Camera-Based User Interfaces

Publicated to:Lecture Notes In Computer Science. 6077 (PART 2): 486-492 - 2010-07-20 6077(PART 2), DOI: 10.1007/978-3-642-13803-4_60

Authors: Bankovic, Zorana; Romero, Elena; Blesa, Javier; Moya, Jose M; Fraga, David; Carlos Vallejo, Juan; Araujo, Alvaro; Malagon, Pedro; de Goyeneche, Juan-Mariano; Villanueva, Daniel; Nieto-Taladriz, Octavio

Affiliations

Laboratorio de Sistemas Integrados (LSI). Universidad Politécnica de Madrid - Author
Univ Politecn Madrid, Dep Ingn Elect, E-28040 Madrid, Spain - Author
Universidad Politécnica de Madrid - Author
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Abstract

The area of Human-Machine Interface is growing fast due to its high importance in all technological systems. The basic idea behind designing Human-Machine interfaces is to enrich the communication with the technology in a natural and easy way. Gesture interfaces are a good example of transparent interfaces. Such interfaces must perform the action the user wants, so that the proper gesture recognition is of the highest importance. However, most of the systems based on gesture recognition use complex methods requiring high-resource devices. In this work we propose to model gestures capturing their temporal properties, significantly reducing the storage requirements, and using self-organizing maps for their classification. The main advantage of the approach is its simplicity, which enables the implementation using devices with limited resources, and therefore low cost. First testing results demonstrate its high potential.

Keywords

Gesture recognitionIntelligent environmentsSelf-organizing maps

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

Independientemente del impacto esperado determinado por el canal de difusión, es importante destacar el impacto real observado de la propia aportación.

Según las diferentes agencias de indexación, el número de citas acumuladas por esta publicación hasta la fecha 2025-11-03:

  • Google Scholar: 1
  • WoS: 1
  • Scopus: 1

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-11-03:

  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 8 (PlumX).

Leadership analysis of institutional authors

There is a significant leadership presence as some of the institution’s authors appear as the first or last signer, detailed as follows: First Author (BANKOVIC, Zorana) and Last Author (NIETO-TALADRIZ GARCIA, OCTAVIO).

the author responsible for correspondence tasks has been BANKOVIC, Zorana.