Research Article
Classification of Silicon (Si) Wafer Material Defects in Semiconductor Choosers using a Deep Learning ShuffleNet-v2-CNN Model
Table 2
Architecture of ShuffleNet-v2 [
22].
| Layer | Output Size | Kernel Size | Stride | Repeat | Output Channels |
| Image | 224 × 224 | | | | 3 | Conv1 | 112 × 112 | 3 × 3 | 2 | 1 | 24 | MaxPool | 56 × 56 | 3 × 3 | 2 |
| Stage2 | 28 × 28 | | 2 | 1 | 116 | 28 × 28 | 1 | 3 |
| Stage3 | 14 × 14 | | 2 | 1 | 232 | 14 × 14 | 1 | 7 |
| Stage4 | 7 × 7 | | 2 | 1 | 464 | 7 × 7 | 1 | 3 |
| Conv5 | 7 × 7 | 1 × 1 | 1 | 1 | 1024 | GlobalPool | 1 × 1 | 7 × 7 | | | | FC | | | | | 1000 |
|
|