Table 4.
Error values in percentages when using JPEG-compression for all Cifar-10 models and different quality (Q) values.
Model; | 90 | 80 | 70 | 60 | 50 | 40 | 30 | 20 | 10 |
---|---|---|---|---|---|---|---|---|---|
FP-net (N = 3) | 12.412 | 16.468 | 19.686 | 22.624 | 25.230 | 28.116 | 32.920 | 41.044 | 57.940 |
FP-net (basic) (N = 3) | 12.288 | 16.338 | 19.636 | 22.734 | 25.306 | 27.890 | 32.744 | 40.138 | 56.260 |
PyrBlockNet (N = 3) | 13.080 | 17.356 | 20.676 | 23.790 | 27.108 | 30.324 | 35.326 | 42.798 | 57.336 |
ResNet (N = 3) | 12.910 | 17.322 | 20.830 | 24.416 | 27.308 | 30.404 | 35.252 | 43.356 | 58.722 |
FP-net (N = 5) | 11.040 | 15.154 | 18.742 | 22.076 | 24.676 | 27.864 | 32.772 | 41.240 | 58.466 |
FP-net (basic) (N = 5) | 10.908 | 14.866 | 18.142 | 21.282 | 23.792 | 26.760 | 31.736 | 40.024 | 58.488 |
PyrBlockNet (N = 5) | 11.918 | 16.412 | 20.342 | 23.898 | 27.078 | 30.694 | 35.888 | 44.424 | 60.176 |
ResNet (N = 5) | 11.592 | 15.654 | 19.114 | 22.330 | 24.590 | 27.462 | 32.100 | 40.726 | 56.878 |
FP-net (N = 7) | 10.456 | 14.596 | 18.214 | 21.292 | 24.112 | 26.720 | 31.768 | 40.582 | 58.022 |
FP-net (basic) (N = 7) | 10.624 | 14.274 | 17.590 | 20.384 | 23.020 | 26.014 | 30.646 | 39.382 | 56.966 |
PyrBlockNet (N = 7) | 11.396 | 15.928 | 19.344 | 23.356 | 26.518 | 30.456 | 35.908 | 44.706 | 59.660 |
ResNet (N = 7) | 11.338 | 15.294 | 18.288 | 21.254 | 23.968 | 27.044 | 31.534 | 40.168 | 56.540 |
FP-net (N = 9) | 10.118 | 14.228 | 18.020 | 21.116 | 23.820 | 26.894 | 32.382 | 40.830 | 57.930 |
FP-net (basic) (N = 9) | 10.128 | 13.984 | 16.996 | 19.912 | 22.116 | 24.956 | 29.710 | 38.096 | 56.040 |
PyrBlockNet (N = 9) | 10.974 | 15.290 | 19.088 | 22.640 | 25.504 | 29.244 | 34.520 | 43.218 | 59.616 |
ResNet (N = 9) | 10.788 | 14.830 | 18.162 | 21.558 | 24.200 | 27.728 | 32.272 | 40.942 | 57.842 |