Research Article

Deep Neural Network Model-Assisted Reconstruction and Optimization of Chinese Characters in Product Packaging Graphic Patterns and Visual Styling Design

Table 2

Comparison of the performance of different classification methods.

Classification methodEnter sizeParameter quantity (106)Accuracy (%)Detection time (ms)
GPUCPUJetson Nano

Squeeze Net224 × 224 × 31.2597.633.5755.4341.00
Shuffle Netv2224 × 224 × 33.5099.997.5130.5021.11
Mobile Netv2224 × 224 × 33.5099.976.2031.1520.51
LocalNet_224224 × 224 × 30.597.892.2318.1713.45
Local Net56 × 224 × 30.599.942.317.8211.02
LBP-SVM56 × 224 × 391.105.5916.03
LBP-ELM56 × 224 × 387.963.8710.25