Table 6.
Comparison between our models and available pretrained models using Operators dataset.
Model Type | Number of the Model | Average Pearson’s Correlation Coefficient over 60 Videos | Average p-Value over 60 Videos |
---|---|---|---|
SBP | AlexNet [16] | 0.4256 | 0.124 |
ResNet [17] | 0.4226 | 0.129 | |
LSTM | 0.4189 | 0.133 | |
Slapnicar et al. [18] | - | - | |
Combination (Model_1, Model 2) | 0.4606 | 0.107 | |
Combination (Model_1, Model 3) | 0.4863 | 0.092 | |
Model_1 | 0.4670 | 0.103 | |
Model_2 | 0.5028 | 0.048 | |
Model_3 | 0.4304 | 0.122 | |
DBP | AlexNet [16] | 0.4491 | 0.118 |
ResNet [17] | 0.4559 | 0.112 | |
LSTM | 0.3920 | 0.154 | |
Slapnicar et al. [18] | - | - | |
Combination (Model_1, Model 2) | 0.5236 | 0.045 | |
Combination (Model_1, Model 3) | 0.4623 | 0.106 | |
Model_1 | 0.5302 | 0.037 | |
Model_2 | 0.4743 | 0.097 | |
Model_3 | 0.4429 | 0.120 |