Table 1 Characteristic parameters of three convolutional structures
From: Research on batik image pattern detection based on improved YOLOv11
Characteristic | Ordinary convolution | MBConv | Fused-MBConv |
|---|---|---|---|
Core operations | Standard convolution | Depth-wise Separable Conv +Inverted Residual | Fusion convolution (standard convolution replaces separation) |
High-computational | High | Low | Medium |
Applicable scenarios | General computing | Complex feature extraction | Fast feature extraction |
Parameter quantity | High | Low | Medium |
Typical network | ResNet, VGG | MobileNet, EfficientNet | EfficientNet-V2 |
