Table 2.
Comparison Between Different Methods.
| Model | BB | BN | FPN | CR | IRS | Conv method |
|---|---|---|---|---|---|---|
| R-CNN | AlexNet | × | × | × | × | Std-Conv |
| Fast R-CNN | Vgg16 | × | × | × | × | Std-Conv |
| Faster R-CNN | Vgg16 | √ | × | × | × | Std-Conv |
| ERCN | ResNet50 | √ | √ | √ | × | Std-Conv |
| CME-CNN | MobileNetV2 | √ | √ | √ | √ | Dwise-Conv |
BB: Backbone. BN: Batch Normalization. IRS: Inverted Residuals. FPN: Feature Pyramid Network. CR: Cascade R-CNN. Dwise-Conv: depthwise separable convolution.