Essays about: "MPSoC"

Showing result 1 - 5 of 18 essays containing the word MPSoC.

  1. 1. Implementation of a Deep Learning Inference Accelerator on the FPGA.

    University essay from Lunds universitet/Institutionen för elektro- och informationsteknik

    Author : Shenbagaraman Ramakrishnan; [2020]
    Keywords : Artificial Intelligence; Machine Learning; Deep Learning; Neural Networks; Deep Learning Accelerators; NVDLA; FPGA; Technology and Engineering;

    Abstract : Today, Artificial Intelligence is one of the most important technologies, ubiquitous in our daily lives. Deep Neural Networks (DNN's) have come up as state of art for various machine intelligence applications such as object detection, image classification, face recognition and performs myriad of activities with exceptional prediction accuracy. READ MORE

  2. 2. Acceleration of deep convolutional neural networks on multiprocessor system-on-chip

    University essay from Uppsala universitet/Avdelningen för datorteknik

    Author : Martin Reiche Myrgård; [2019]
    Keywords : Neurala nätverk; MPSoC; FPGA; DCNN;

    Abstract : In this master thesis some of the most promising existing frameworks and implementations of deep convolutional neural networks on multiprocessor system-on-chips (MPSoCs) are researched and evaluated. The thesis’ starting point was a previousthesis which evaluated possible deep learning models and frameworks for object detection on infra-red images conducted in the spring of 2018. READ MORE

  3. 3. Resource Optimization of MPSoC for Industrial Use-cases

    University essay from Högskolan i Halmstad/Akademin för informationsteknologi; Högskolan i Halmstad/Akademin för informationsteknologi

    Author : Filip Kågesson; Simon Cederbom; [2019]
    Keywords : MPSoC; inter-processor communication; message passing;

    Abstract : Today’s embedded systems require more and more performance but they are still required to meet power constraints. Single processor systems can deliver high performance but this leads to high power consumption. READ MORE

  4. 4. Convolutional Neural Network Quantisation for Accelerating Inference in Visual Embedded Systems

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Andrea Leopardi; [2018]
    Keywords : ;

    Abstract : The progress within the field of Deep Learning has enabled the realisationof many Computer Vision tasks with a high level of accuracy.In order to attain such achievements, neural networks have been designedgradually with deeper architectures. READ MORE

  5. 5. Virtual-Channel Based Wormhole NoC on FPGA for ForSyDe/NoC System Generator Tool Suite

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Zhang Runzi; [2018]
    Keywords : ;

    Abstract : Nowadays, the number of processors integrated on system-on-chip (SoC) increases rapidly and makes multiprocessor system-on-chip design (MPSoC) a regular feature of the embedded system. [25] To support the communication between several homogeneous or heterogeneous processors a communication infrastructure, Networkon-Chip (NoC) technology was raised more than ten years ago. READ MORE