Neural Network Accelerator Comparison

For use in publications and presentations please cite this data collection as follows:
K. Guo, W. Li, K. Zhong, Z. Zhu, S. Zeng, S. Han, Y. Xie, P. Debacker, M. Verhelst, Y. Wang. "Neural Network Accelerator Comparison" [Online]. Available: https://nicsefc.ee.tsinghua.edu.cn/projects/neural-network-accelerator/

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    Simulation
    Test
    Product
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    Academia
    Industry
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    FPGA
    ASIC (Digital)
    GPU
    ASIC (Mixed)
    CPU
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    2010
    2011
    2014
    2015
    2016
    2017
    2018
    2019
    2020
    2021
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    CNN
    RNN
    CNN+RNN
    3D CNN
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    peak performance
    real performance
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    YES
    NO
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    FP32
    FP16
    FP8
    INT16
    INT12
    INT8
    INT6
    INT4
    INT2
    Ternary
    Binary
    others
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    FP32
    FP16
    FP8
    INT16
    INT12
    INT8
    INT6
    INT4
    INT2
    Ternary
    Binary
    others
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    No
    A
    W
    A+W
    At
    Wt
    At+Wt

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* Peak performance calculated by TDP while real performance calculated by the measured power.