Research Article
Static Hand Gesture Recognition Based on Convolutional Neural Networks
Table 1
Proposed CNN architectures.
| | Depth | CNN 1 | CNN 2 | CNN 3 | CNN 4 |
| | 1 | Convolutional (5 × 5) | Convolutional (5 × 5) | Convolutional (5 × 5) | Convolutional (5 × 5) | | 2 | Max pooling (2 × 2) | Max pooling (2 × 2) | Convolutional (7 × 7) | Convolutional (7 × 7) | | 3 | Convolutional (7 × 7) | Convolutional (7 × 7) | Max pooling (2 × 2) | Convolutional (9 × 9) | | 4 | Max pooling (2 × 2) | Max pooling (2 × 2) | Convolutional (5 × 5) | Max pooling (2 × 2) | | 5 | | Convolutional (5 × 5) | Convolutional (7 × 7) | Convolutional (5 × 5) | | 6 | | Convolutional (7 × 7) | Max pooling (2 × 2) | Convolutional (7 × 7) | | 7 | | Max pooling (2 × 2) | Convolutional (5 × 5) | Convolutional (9 × 9) | | 8 | | | Convolutional (7 × 7) | Max pooling (2 × 2) | | 9 | | | Convolutional (9 × 9) | Convolutional (5 × 5) | | 10 | | | Max pooling (2 × 2) | Convolutional (7 × 7) | | 11 | | | | Convolutional (9 × 9) | | 12 | | | | Max pooling (2 × 2) |
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