Essays about: "FPGA-accelerator"
Found 2 essays containing the word FPGA-accelerator.
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1. Convolutional Neural Network FPGA-accelerator on Intel DE10-Standard FPGA
University essay from Linköpings universitet/Elektroniska Kretsar och SystemAbstract : Convolutional neural networks (CNNs) have been extensively used in many aspects, such as face and speech recognition, image searching and classification, and automatic drive. Hence, CNN accelerators have become a trending research. Generally, Graphics processing units (GPUs) are widely applied in CNNaccelerators. READ MORE
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2. FPGA Hardware Acceleration of Inception Style Parameter Reduced Convolution Neural Networks
University essay from KTH/Skolan för informations- och kommunikationsteknik (ICT)Abstract : Some researchers have noted that the growth rate in the number of network parameters of many recently proposed state-of-the-art CNN topologies is placing unrealistic demands on hardware resources and limits the practical applications of Neural Networks. This is particularly apparent when considering many of the projected applications (IoT, autonomous vehicles, etc) utilize embedded systems with even greater restrictions on computation and memory bandwidth than the typical research-class computer cluster that the CNN was designed on. READ MORE
