Table 2.
Comparison between MobileNet-SSD, ResNet50 and Their Various Combinations based on Random vs. Hard/Soft Complexity of Test Data.
| Comparison Parameters | MobileNet-SSD to ResNet50 (Left to Right) |
||||
|---|---|---|---|---|---|
| 100–0% | 75–25% | 50–50% | 25–75% | 0–100% | |
| Random split (mAP) Soft/hard split (mAP) |
0.8868 0.8868 |
0.9095 0.9224 |
0.9331 0.9631 |
0.9650 0.9892 |
0.9899 0.9899 |
| Image complexity prediction time (ms) Mask detection time (ms) |
– 0.05 |
0.05 1.92 |
0.05 3.08 |
0.05 5.07 |
– 6.02 |
| Total Computation Time (ms) | 0.05 | 1.97 | 3.13 | 5.12 | 6.02 |