To avoid this problem, we propose a novel structured sparse fully connected layer (FCL) in the CNNs. The aim of our proposed approach is reduction of the number of network parameters in the FCLs which occupy a large part of network parameters. Unlike the general FCLs used in the popular...
Unlike traditional 1D CNN architectures in the literature, the fully connected layer (FCL) of the proposed method is randomized. Unlike Traditional FCL layers, randomized FCL's input weights and biases are not needed to be tuned. This makes the proposed 'Randomized Fully Connected Layered 1D CNN...
Finally, the fused feature is fed to a fully connected (FC) layer for classification. Figure 5. Framework of the proposed fully dense multiscale fusion network (FDMFN) for HSI classification. For convenience, the BN, ReLU layers that precede the global average pooling (GAP) layer are not ...
Biocompatibility is obtained by coating the surface with a layer of gold. Then, biocell is welded onto the printed circuit board (PCB) and connected to the measuring instrument via a sub-miniature A (SMA) interface for high frequency signal input and output. Figure 1b and Table 1 present ...