Table 1.
Layer | Iterative method with 3-D convolutions | Iterative method with 2-D convolutions | 2-D method | 3-D method |
---|---|---|---|---|
1 | 896 | 1152 | 384 | 896 |
2 | 55,488 | 55,872 | 18,624 | 55,488 |
3 | 221,568 | 222,336 | 74,112 | 221,568 |
4 | 885,504 | 887,040 | 295,680 | 885,504 |
5 | 295,296 | 885,120 | 295,296 | 885,120 |
6 | 442,752 | 1,032,576 | 442,752 | 1,327,488 |
7 | 147,648 | 295,104 | 147,648 | 442,550 |
8 | 36,960 | 73,824 | 36,960 | 110,688 |
9 | 9264 | 18,480 | 9264 | 13,872 |
10 | 588 | 588 | 588 | 1740 |
11 | 78 | 78 | 78 | 222 |
12 | 19 | 19 | 19 | 55 |
Total | 2,096,061 | 3,472,189 | 1,321,405 | 3,945,191 |