Improving the computational efficiency and flexibility of FPGA-based CNN accelerator through loop optimization
Yuhao Liu, Yanhua Ma, Bowei Zhang, Lu Liu, Jie Wang, Shibo Tang
Topics & Concepts
Loop unrollingField-programmable gate arrayComputer scienceFlexibility (engineering)ScalabilityComputer architectureDesign space explorationEmbedded systemHardware accelerationDataflowNested loop joinParallel computingComputer engineeringComputer hardwareOperating systemCompilerMathematicsStatisticsAdvanced Neural Network ApplicationsAdvanced Memory and Neural ComputingCCD and CMOS Imaging Sensors