Table 5. Comparison of proposed approach (PA) in terms of time (sec) with existing architectures on MCF dataset.
Camera No. | R-50 | R-101 | V-19 | I-V3 | M-Nt | Xp | PA |
---|---|---|---|---|---|---|---|
C1 | 4380 | 7480 | 2680 | 3000 | 1520 | 4740 | 4627 |
C2 | 2820 | 3000 | 780 | 1300 | 700 | 1540 | 3256 |
C3 | 2780 | 4380 | 1800 | 1740 | 1300 | 2420 | 3040 |
C4 | 1820 | 2860 | 780 | 1700 | 1280 | 3340 | 2018 |
C5 | 4340 | 7540 | 2620 | 1760 | 1300 | 4620 | 4516 |
C6 | 4320 | 7420 | 2680 | 2980 | 2980 | 2420 | 4474 |
C7 | 4340 | 7480 | 2680 | 2980 | 1500 | 4700 | 4546 |
C8 | 4160 | 7280 | 2500 | 2920 | 1440 | 4420 | 4356 |
Average | 3620 | 5930 | 2065 | 2298 | 1503 | 3525 | 3854 |
R-50 = ResNet-50, R-101 = ResNet-101, V-19 = VGG-19, I-V3 = InceptionV3, M-Nt = MobileNet, Xp = Xception.