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Gesture Recognition Using Neural Networks Based on HWSW Cosimulation Platform
Joint Authors
Mekala, Priyanka
Hsue, Ching-Wen
Fan, Jeffrey
Lai, Wen-Cheng
Source
Advances in Software Engineering
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-02-24
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
Hardware/software (HW/SW) cosimulation integrates software simulation and hardware simulation simultaneously.
Usually, HW/SW co-simulation platform is used to ease debugging and verification for very large-scale integration (VLSI) design.
To accelerate the computation of the gesture recognition technique, an HW/SW implementation using field programmable gate array (FPGA) technology is presented in this paper.
The major contributions of this work are: (1) a novel design of memory controller in the Verilog Hardware Description Language (Verilog HDL) to reduce memory consumption and load on the processor.
(2) The testing part of the neural network algorithm is being hardwired to improve the speed and performance.
The American Sign Language gesture recognition is chosen to verify the performance of the approach.
Several experiments were carried out on four databases of the gestures (alphabet signs A to Z).
(3) The major benefit of this design is that it takes only few milliseconds to recognize the hand gesture which makes it computationally more efficient.
American Psychological Association (APA)
Mekala, Priyanka& Fan, Jeffrey& Lai, Wen-Cheng& Hsue, Ching-Wen. 2013. Gesture Recognition Using Neural Networks Based on HWSW Cosimulation Platform. Advances in Software Engineering،Vol. 2013, no. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-492157
Modern Language Association (MLA)
Mekala, Priyanka…[et al.]. Gesture Recognition Using Neural Networks Based on HWSW Cosimulation Platform. Advances in Software Engineering No. 2013 (2013), pp.1-13.
https://search.emarefa.net/detail/BIM-492157
American Medical Association (AMA)
Mekala, Priyanka& Fan, Jeffrey& Lai, Wen-Cheng& Hsue, Ching-Wen. Gesture Recognition Using Neural Networks Based on HWSW Cosimulation Platform. Advances in Software Engineering. 2013. Vol. 2013, no. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-492157
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-492157