Official websites use .gov
A
.gov website belongs to an official
government organization in the United States.
Secure .gov websites use HTTPS
A lock (
) or https:// means you've safely
connected to the .gov website. Share sensitive
information only on official, secure websites.
SQNR and QNN accuracy for MLP trained on the MNIST dataset with the application of different three-bit UQ designs.
|
wmin = −7.063787 wmax = 4.8371024 xmax[H] = 2.9408 xmax[J] = 2.9236 |
Choice 1 ℜg [−wmax, wmax] |
Choice 2 ℜg [wmin, −wmin] |
Choice 3 ℜg [−xmax[H], xmax[H]] |
Choice 4 ℜg [−xmax[J], xmax[J]] |
|---|---|---|---|---|
| SQNRexUQ(dB) | 9.2302 | 5.9005 | 12.9455 | 12.9766 |
| SQNRthUQ(dB) | 8.6901 | 5.1273 | 11.4414 | 11.4419 |
| Accuracy (%) | 97.85 | 97.85 | 97.66 | 97.65 |
| Within ℜg (%) | 99.988 | 100 | 99.403 | 99.381 |
