Accelerometer-based hand gesture recognition system for Interaction in digital TV
Fil: Ducloux, José. Universidad Católica de Córdoba. Facultad de Ingeniería; Argentina
| Main Authors: | , , , , |
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| Format: | conferenceObject |
| Language: | eng |
| Published: |
2023
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| Subjects: | |
| Online Access: | http://hdl.handle.net/11086/546344 |
| _version_ | 1801212423848329216 |
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| author | Ducloux, José Colla, Pedro Petrashin, Pablo Lancioni, Walter Toledo, Luis |
| author_facet | Ducloux, José Colla, Pedro Petrashin, Pablo Lancioni, Walter Toledo, Luis |
| author_sort | Ducloux, José |
| collection | Repositorio Digital Universitario |
| description | Fil: Ducloux, José. Universidad Católica de Córdoba. Facultad de Ingeniería; Argentina |
| format | conferenceObject |
| id | rdu-unc.546344 |
| institution | Universidad Nacional de Cordoba |
| language | eng |
| publishDate | 2023 |
| record_format | dspace |
| spelling | rdu-unc.5463442023-08-30T13:56:40Z Accelerometer-based hand gesture recognition system for Interaction in digital TV Ducloux, José Colla, Pedro Petrashin, Pablo Lancioni, Walter Toledo, Luis Remote control Human-machine interaction Multilayer perceptron (MLP) Support vector machine (SVM) Fil: Ducloux, José. Universidad Católica de Córdoba. Facultad de Ingeniería; Argentina Fil: Ducloux, José. Instituto Universitario Aeronáutico. Especialización en Sistemas Embebidos; Argentina. Fil: Ducloux, José. Consorcio Córdoba TDT; Argentina. Fil: Colla, Pedro. Instituto Universitario Aeronáutico. Especialización en Sistemas Embebidos; Argentina. Fil: Petrashin, Pablo. Universidad Nacional de Córdoba. Facultad de Ciencias Exactas Físicas y Naturales. Carrera de Ingeniería Electrónica; Argentina. Fil: Petrashin, Pablo. Universidad Cátólica de Córdoba. Facultad de Ingeniería; Argentina. Fil: Lancioni, Walter. Universidad Cátólica de Córdoba. Facultad de Ingeniería; Argentina. Fil: Toledo, Luis. Universidad Cátólica de Córdoba. Facultad de Ingeniería; Argentina. This paper presents the design and implementation of a system of accelerometer-based hand gesture recognition. This system will be embedded within a modern remote control to improve human-machine interaction in the context of digital TV of Argentina. As the recognition of hand gestures is a pattern classification problem, two techniques based on artificial neural networks are explored: multilayer perceptron and support vector machine. This is performed in order to compare results and select the tool that best fits the problem. Jointly, signal digital processing techniques are used for preprocessing and adapting of the input signals to pattern recognition models. A gestural vocabulary of 8 types of gestures was used, which was also used by other similar works in order to compare results. An appropriate trade-off between the classifier recognition precision and resource utilization of the hardware platform is required in order to implement the solution within an embedded system. The obtained results of precision and utilization of resources are excellent. Fil: Ducloux, José. Universidad Católica de Córdoba. Facultad de Ingeniería; Argentina Fil: Ducloux, José. Instituto Universitario Aeronáutico. Especialización en Sistemas Embebidos; Argentina. Fil: Ducloux, José. Consorcio Córdoba TDT; Argentina. Fil: Colla, Pedro. Instituto Universitario Aeronáutico. Especialización en Sistemas Embebidos; Argentina. Fil: Petrashin, Pablo. Universidad Nacional de Córdoba. Facultad de Ciencias Exactas Físicas y Naturales. Carrera de Ingeniería Electrónica; Argentina. Fil: Petrashin, Pablo. Universidad Cátólica de Córdoba. Facultad de Ingeniería; Argentina. Fil: Lancioni, Walter. Universidad Cátólica de Córdoba. Facultad de Ingeniería; Argentina. Fil: Toledo, Luis. Universidad Cátólica de Córdoba. Facultad de Ingeniería; Argentina. Sistemas de Automatización y Control 2023-03-01T14:11:21Z 2023-03-01T14:11:21Z 2014 conferenceObject http://hdl.handle.net/11086/546344 eng Attribution-NonCommercial-ShareAlike 4.0 International https://creativecommons.org/licenses/by-nc-sa/4.0/ Impreso |
| spellingShingle | Remote control Human-machine interaction Multilayer perceptron (MLP) Support vector machine (SVM) Ducloux, José Colla, Pedro Petrashin, Pablo Lancioni, Walter Toledo, Luis Accelerometer-based hand gesture recognition system for Interaction in digital TV |
| title | Accelerometer-based hand gesture recognition system for Interaction in digital TV |
| title_full | Accelerometer-based hand gesture recognition system for Interaction in digital TV |
| title_fullStr | Accelerometer-based hand gesture recognition system for Interaction in digital TV |
| title_full_unstemmed | Accelerometer-based hand gesture recognition system for Interaction in digital TV |
| title_short | Accelerometer-based hand gesture recognition system for Interaction in digital TV |
| title_sort | accelerometer based hand gesture recognition system for interaction in digital tv |
| topic | Remote control Human-machine interaction Multilayer perceptron (MLP) Support vector machine (SVM) |
| url | http://hdl.handle.net/11086/546344 |
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