Major part of the computation of a CNN involves 2D convolution. In this paper, we propose novel fast convolution algorithms for both 1D and 2D to remove the redundant multiplication operations in ...

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For instance, Bresenham’s line algorithm approximates n-points between ... 1998)], as shown in Figure 4. The 2D CNN model consists of five different sizes of convolution layers and five max-pooling ...

Major part of the computation of a CNN involves 2D convolution. In this paper, we propose novel fast convolution algorithms for both 1D and 2D to remove the redundant multiplication operations in ...