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  • Jiří Kadlec (Department of Signal processing, UTIA, CAS):

    HW Accelerated AI Inference and Fast, Recursive QR System Identification

    13.06.2023 14:00Místnost 318 (zoom) @ Ústav informatiky
    Pod Vodárenskou věží 2
    Praha, 182 00
    Hora Informaticae

    We will explain design, implementation and performance of HW accelerated AI inference with 8-bit, fixed point, neural networks for object detection (resnet50) and face detection (dense-box_640_360) on System-on-Chip (SoC) AMD-Xilinx Zynq UltraScale+ device. It is 4-core ARM A53 64bit processor with on-chip programmable logic. We will also explain implementation and performance of HW accelerated, fast, recursive, adaptive system identification QR Lattice algorithms. Algorithms are implemented as pipelined systolic arrays on our floating point FP32 SIMD data processing engines (DPUs) on Zynq UltraScale+ device.

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