Table 1 Model hyperparameters and their values to enable bandwidth reduction in the in-pixel layer.
From: A processing-in-pixel-in-memory paradigm for resource-constrained TinyML applications
Hyperparameter | Value |
|---|---|
Kernel size of the convolutional layer (k) | 5 |
Padding of the convolutional layer (p) | 0 |
Stride of the convolutional layer (s) | 5 |
Number of output channels of the convolutional layer (\(c_o\)) | 8 |
Bit-precision of the P2M-enabled convolutional layer output (\(N_b\)) | 8 |