Table 3 Performance of 3D model alternatives designed with different values for depth in convolution kernels.
L(1): Conv(3x3x1) followed by L(r):Conv(3x3x3) | L(a): Conv(3x3x3) | L(1): Conv(3x3x1) followed by L(r): Conv(3x3x6) | L(a): Conv(3x3x6) | |||||
|---|---|---|---|---|---|---|---|---|
CV | T acc. | V acc. | T acc. | V acc. | T acc. | V acc. | T acc. | V acc. |
2-F | 0.76 ±0.04 | 0.58±0.12 | 0.77 ±0.03 | 0.59 ±0.14 | 0.69 ±0.04 | 0.42 ±0.12 | 0.7 ±0.03 | 0.54 ±0.14 |
3-F | 0.83 ±0.04 | 0.7 ±0.02 | 0.83 ±0.05 | 0.71 ±0.03 | 0.73 ±0.02 | 0.68 ±0.02 | 0.73 ±0.02 | 0.66 ±0.02 |
4-F | 0.79 ±0.02 | 0.7 ±0.02 | 0.8 ±0.02 | 0.7 ±0.02 | 0.76 ±0.04 | 0.66 ±0.02 | 0.75 ±0.04 | 0.66 ±0.03 |
5-F | 0.8 ±0.04 | 0.71 ±0.02 | 0.82 ±0.03 | 0.72 ±0.02 | 0.78 ±0.04 | 0.7 ±0.02 | 0.75 ±0.03 | 0.68 ±0.02 |
6-F | 0.82 ±0.03 | 0.72 ±0.02 | 0.83 ±0.04 | 0.72 ±0.02 | 0.77 ±0.03 | 0.68 ±0.02 | 0.76 ±0.03 | 0.68 ±0.02 |
7-F | 0.81 ±0.03 | 0.72 ±0.02 | 0.87 ±0.03 | 0.72 ±0.02 | 0.77 ±0.04 | 0.7 ±0.02 | 0.77 ±0.03 | 0.69 ±0.02 |
8-F | 0.84 ±0.03 | 0.71 ±0.02 | 0.86 ±0.03 | 0.72 ±0.02 | 0.81 ±0.04 | 0.7 ±0.02 | 0.76 ±0.03 | 0.70 ±0.02 |
9-F | 0.86 ±0.03 | 0.72 ±0.02 | 0.87 ±0.03 | 0.72 ±0.02 | 0.82 ±0.04 | 0.69 ±0.02 | 0.82 ±0.04 | 0.71 ±0.02 |
10-F | 0.86 ±0.03 | 0.72 ±0.02 | 0.87 ±0.03 | 0.72 ±0.02 | 0.83 ±0.03 | 0.70 ±0.02 | 0.82 ±0.03 | 0.71 ±0.01 |