A combined probabilistic framework for learning gestures and actions
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http://hdl.handle.net/10045/23397
| Title: | A combined probabilistic framework for learning gestures and actions |
|---|---|
| Authors: | Escolano, Francisco | Cazorla, Miguel | Gallardo López, Domingo | Llorens Largo, Faraón | Satorre Cuerda, Rosana | Rizo, Ramón |
| Research Group/s: | Robótica y Visión Tridimensional (RoViT) | Laboratorio de Investigación en Visión Móvil (MVRLab) | Informática Industrial e Inteligencia Artificial |
| Center, Department or Service: | Universidad de Alicante. Departamento de Ciencia de la Computación e Inteligencia Artificial |
| Keywords: | Visual inspection | Gesture recognition | Learning | Probabilistic constraints | Eigenmethods |
| Knowledge Area: | Ciencia de la Computación e Inteligencia Artificial |
| Issue Date: | 1998 |
| Publisher: | Springer Berlin / Heidelberg |
| Citation: | ESCOLANO, Francisco, et al. "A combined probabilistic framework for learning gestures and actions". En: Tasks and Methods in Applied Artificial Intelligence : 11th International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems IEA-98-AIE Benicàssim, Castellón, Spain, June 1–4, 1998 Proceedings, Volume II / Angel Pasqual del Pobil, José Mira, Moonis Ali (Eds.). Berlin : Springer, 1998. (Lecture Notes in Computer Science; 1416). ISBN 3-540-64574-8, pp. 658-667 |
| Abstract: | In this paper we introduce a probabilistic approach to support visual supervision and gesture recognition. Task knowledge is both of geometric and visual nature and it is encoded in parametric eigenspaces. Learning processes for compute modal subspaces (eigenspaces) are the core of tracking and recognition of gestures and tasks. We describe the overall architecture of the system and detail learning processes and gesture design. Finally we show experimental results of tracking and recognition in block-world like assembling tasks and in general human gestures. |
| URI: | http://hdl.handle.net/10045/23397 |
| ISBN: | 3-540-64574-8 |
| ISSN: | 0302-9743 (Print) | 1611-3349 (Online) |
| DOI: | 10.1007/3-540-64574-8_452 |
| Language: | eng |
| Type: | info:eu-repo/semantics/conferenceObject |
| Rights: | The original publication is available at www.springerlink.com |
| Peer Review: | si |
| Publisher version: | http://dx.doi.org/10.1007/3-540-64574-8_452 |
| Appears in Collections: | INV - RoViT - Comunicaciones a Congresos, Conferencias, etc. INV - i3a - Comunicaciones a Congresos, Conferencias, etc. INV - Smart Learning - Comunicaciones a Congresos, Conferencias, etc. |
Files in This Item:
| File | Description | Size | Format | |
|---|---|---|---|---|
 1998_Cazorla_etal_LNCS.pdf | Versión revisada (acceso abierto) | 472,46 kB | Adobe PDF | Open Preview |
 1998_Cazorla_etal_LNCS_final.pdf | Versión final (acceso restringido) | 681,76 kB | Adobe PDF | Open Request a copy |
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