Table A3.
Classification Level 3—Walk Swing/Stance and Stair Up/Down Swing/Stance.
Learning Rate: Walk/Stair Down 0.001, Stair Up 0.0001 | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Convolution | Transition | Fully Connected | ||||||||||||
Type | CONV2D | Activation | MAXPOOLING2D | CONV2D | Activation | CONV2D | Activation | MAXPOOLING2D | Flatten | Dense | Activation | Dropout | Dense | Activation |
Filter size | 32 | 64 | 64 | |||||||||||
Kernel size | 3 × 3 | 2 × 2 | 3 × 3 | 3 × 3 | 2 × 2 | |||||||||
Function | ReLu | ReLu | ReLu | ReLu | Softmax | |||||||||
Neurons | 100 | 2 |