1 code implementation • 25 Jun 2023 • Shuai Lu, Jun Chu, Xu T. Liu
However, the im2col data transformation can lead to at least 2$\times$ memory footprint compared to not using data transformation at all, thus limiting the size of neural network models running on memory-limited systems.
1 code implementation • 25 Jun 2023 • Shuai Lu, Jun Chu, Luanzheng Guo, Xu T. Liu
Convolution is the most time-consuming operation in deep neural network operations, so its performance is critical to the overall performance of the neural network.