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Table 11 Results of output error on a neural network-based FPGA face detector.

From: Performance Analysis of Bit-Width Reduced Floating-Point Arithmetic Units in FPGAs: A Case Study of Neural Network-Based Face Detector

Bit-width

Calculation

Experiment

 

MRRE

ARRE

max

FPU32

4E-05

2.89E-05

1.93E-05

FPU24

0.0026

0.0018

0.0012

FPU20

0.0410

0.0296

0.0192

FPU18

0.1641

0.1184

0.0766

FPU16

0.6560

0.4733

0.2816

FPU14

2.62

1.891

0.9872

FPU12

10.4

7.5256

1.0741