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Found 3 essays matching the above criteria.

  1. 1. Deep Learning Model Deployment for Spaceborne Reconfigurable Hardware : A flexible acceleration approach

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

    Author : Javier Ferre Martin; [2023]
    Keywords : Space Situational Awareness; Deep Learning; Convolutional Neural Networks; FieldProgrammable Gate Arrays; System-On-Chip; Computer Vision; Dynamic Partial Reconfiguration; High-Level Synthesis; Rymdsituationstänksamhet; Djupinlärning; Konvolutionsnätverk; Omkonfigurerbara Field-Programmable Gate Arrays FPGAs ; System-On-Chip SoC ; Datorseende; Dynamisk partiell omkonfigurering; Högnivåsyntes.;

    Abstract : Space debris and space situational awareness (SSA) have become growing concerns for national security and the sustainability of space operations, where timely detection and tracking of space objects is critical in preventing collision events. Traditional computer-vision algorithms have been used extensively to solve detection and tracking problems in flight, but recently deep learning approaches have seen widespread adoption in non-space related applications for their high accuracy. READ MORE

  3. 2. Hardware Support for FPGA  Resource Elasticity

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

    Author : Fidan Aliyeva; [2022]
    Keywords : FPGA; Elasticity; Partial reconfiguration; Crossbar; WISHBONE; Multicast; FPGA; Elasticitet; Partiell omkonfigurering; Crossbar; WISHBONE; Multicast;

    Abstract : FPGAs are commonly used in cloud computing due to their ability  to be  programmed  as a processor that serves a specific purpose; hence, achieving high performance at low power. On the other hand, FPGAs have a lot of resources available, which are wasted if they host a single application or serve a single user’s request. READ MORE

  4. 3. Evaluation of FPGA Partial Reconfiguration : for real-time Vision applications

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

    Author : Guanghao Guo; [2020]
    Keywords : FPGA; Partial Reconfiguration; Embedded System; Computer Vision; High-Level Synthesis; FPGA; Partiell rekonfigurering; Inbyggda System; Datorvision; Högnivåsyntes;

    Abstract : The usage of programmable logic resources in Field Programmable Gate Arrays, also known as FPGAs, has increased a lot recently due to the complexity of the algorithms, especially for some computer vision algorithms. Due to this reason, sometimes the hardware resources in the FPGA are not sufficient. READ MORE