Growing Neural Gas represents objects and their movement: Representation and tracking of objects with GNG in realistic scenes

 
9783844322675: Growing Neural Gas represents objects and their movement: Representation and tracking of objects with GNG in realistic scenes

In this research work we have studied the problem of the representation and tracking of objects under temporary restrictions for the analysis of the movement. The realism of the images makes tasks vision difficult at any level and the restrictions of vide-rate processing suggest the necessity to design systems able to provide an answer in a limited time and with an acceptable quality. Starting off with Fritzke's Growing Neural Gas (GNG), an extension of this work is proposed that has been named as Accelerated GNG. To fulfilled one of the goals of the work: the representation and tracking of people or objects in video sequences for the later interpretation of the movement, the representation obtained by means of neural gases have been used for this task, solving the problem of correspondence by means of the structure of the maps and adding capacities to the system at different levels of prediction. Finally, the proposal has been validated on applications related to the tracking and analysis of the movement of multiple objects or people for the man-machine interaction or in applications for hand gesture recognition.

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José García Rodríguez received his Ph.D. degree, with specialization in Computer Vision and Neural Networks, from the University of Alicante (Spain). He is currently Associate Professor at at the University of Alicante. His research interest areas are computer vision, neural networks, man-machine interfacesand visual surveillance systems.

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Jose Garcia-Rodriguez
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Book Description Book Condition: New. Publisher/Verlag: LAP Lambert Academic Publishing | Representation and tracking of objects with GNG in realistic scenes | In this research work we have studied the problem of the representation and tracking of objects under temporary restrictions for the analysis of the movement. The realism of the images makes tasks vision difficult at any level and the restrictions of vide-rate processing suggest the necessity to design systems able to provide an answer in a limited time and with an acceptable quality. Starting off with Fritzke's Growing Neural Gas (GNG), an extension of this work is proposed that has been named as Accelerated GNG. To fulfilled one of the goals of the work: the representation and tracking of people or objects in video sequences for the later interpretation of the movement, the representation obtained by means of neural gases have been used for this task, solving the problem of correspondence by means of the structure of the maps and adding capacities to the system at different levels of prediction. Finally, the proposal has been validated on applications related to the tracking and analysis of the movement of multiple objects or people for the man-machine interaction or in applications for hand gesture recognition. | Format: Paperback | Language/Sprache: english | 204 pp. Bookseller Inventory # K9783844322675

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Book Description LAP Lambert Acad. Publ. Apr 2011, 2011. Taschenbuch. Book Condition: Neu. Neuware - In this research work we have studied the problem of the representation and tracking of objects under temporary restrictions for the analysis of the movement. The realism of the images makes tasks vision difficult at any level and the restrictions of vide-rate processing suggest the necessity to design systems able to provide an answer in a limited time and with an acceptable quality. Starting off with Fritzke's Growing Neural Gas (GNG), an extension of this work is proposed that has been named as Accelerated GNG. To fulfilled one of the goals of the work: the representation and tracking of people or objects in video sequences for the later interpretation of the movement, the representation obtained by means of neural gases have been used for this task, solving the problem of correspondence by means of the structure of the maps and adding capacities to the system at different levels of prediction. Finally, the proposal has been validated on applications related to the tracking and analysis of the movement of multiple objects or people for the man-machine interaction or in applications for hand gesture recognition. 204 pp. Englisch. Bookseller Inventory # 9783844322675

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Book Description LAP Lambert Acad. Publ. Apr 2011, 2011. Taschenbuch. Book Condition: Neu. Neuware - In this research work we have studied the problem of the representation and tracking of objects under temporary restrictions for the analysis of the movement. The realism of the images makes tasks vision difficult at any level and the restrictions of vide-rate processing suggest the necessity to design systems able to provide an answer in a limited time and with an acceptable quality. Starting off with Fritzke's Growing Neural Gas (GNG), an extension of this work is proposed that has been named as Accelerated GNG. To fulfilled one of the goals of the work: the representation and tracking of people or objects in video sequences for the later interpretation of the movement, the representation obtained by means of neural gases have been used for this task, solving the problem of correspondence by means of the structure of the maps and adding capacities to the system at different levels of prediction. Finally, the proposal has been validated on applications related to the tracking and analysis of the movement of multiple objects or people for the man-machine interaction or in applications for hand gesture recognition. 204 pp. Englisch. Bookseller Inventory # 9783844322675

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Book Description LAP Lambert Acad. Publ. Apr 2011, 2011. Taschenbuch. Book Condition: Neu. This item is printed on demand - Print on Demand Neuware - In this research work we have studied the problem of the representation and tracking of objects under temporary restrictions for the analysis of the movement. The realism of the images makes tasks vision difficult at any level and the restrictions of vide-rate processing suggest the necessity to design systems able to provide an answer in a limited time and with an acceptable quality. Starting off with Fritzke's Growing Neural Gas (GNG), an extension of this work is proposed that has been named as Accelerated GNG. To fulfilled one of the goals of the work: the representation and tracking of people or objects in video sequences for the later interpretation of the movement, the representation obtained by means of neural gases have been used for this task, solving the problem of correspondence by means of the structure of the maps and adding capacities to the system at different levels of prediction. Finally, the proposal has been validated on applications related to the tracking and analysis of the movement of multiple objects or people for the man-machine interaction or in applications for hand gesture recognition. 204 pp. Englisch. Bookseller Inventory # 9783844322675

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Book Description LAP Lambert Academic Publishing, Germany, 2011. Paperback. Book Condition: New. Language: English . Brand New Book. In this research work we have studied the problem of the representation and tracking of objects under temporary restrictions for the analysis of the movement. The realism of the images makes tasks vision difficult at any level and the restrictions of vide-rate processing suggest the necessity to design systems able to provide an answer in a limited time and with an acceptable quality. Starting off with Fritzke s Growing Neural Gas (GNG), an extension of this work is proposed that has been named as Accelerated GNG. To fulfilled one of the goals of the work: the representation and tracking of people or objects in video sequences for the later interpretation of the movement, the representation obtained by means of neural gases have been used for this task, solving the problem of correspondence by means of the structure of the maps and adding capacities to the system at different levels of prediction. Finally, the proposal has been validated on applications related to the tracking and analysis of the movement of multiple objects or people for the man-machine interaction or in applications for hand gesture recognition. Bookseller Inventory # KNV9783844322675

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Book Description LAP Lambert Academic Publishing. Paperback. Book Condition: New. 204 pages. Dimensions: 8.7in. x 5.9in. x 0.5in.In this research work we have studied the problem of the representation and tracking of objects under temporary restrictions for the analysis of the movement. The realism of the images makes tasks vision difficult at any level and the restrictions of vide-rate processing suggest the necessity to design systems able to provide an answer in a limited time and with an acceptable quality. Starting off with Fritzkes Growing Neural Gas (GNG), an extension of this work is proposed that has been named as Accelerated GNG. To fulfilled one of the goals of the work: the representation and tracking of people or objects in video sequences for the later interpretation of the movement, the representation obtained by means of neural gases have been used for this task, solving the problem of correspondence by means of the structure of the maps and adding capacities to the system at different levels of prediction. Finally, the proposal has been validated on applications related to the tracking and analysis of the movement of multiple objects or people for the man-machine interaction or in applications for hand gesture recognition. This item ships from multiple locations. Your book may arrive from Roseburg,OR, La Vergne,TN. Paperback. Bookseller Inventory # 9783844322675

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