The main aim of this project is to accelerate the kernel implementing the convolution operation, a fundamental step in Convolutional Neural Network (CNN) training. The optimization focuses on reducing ...

Abstract: Dose calculation plays an important role in radiation treatment planning system. In this paper, collapsed cone convolution method for photon dose calculation was investigated. Based on ...

Light-weight convolutional neural networks (CNNs) suffer performance degradation as their low computational budgets constrain both the depth (number of convolution layers) and width (number of ...

Visual Attention Networks (VANs) leveraging Large Kernel Attention (LKA) have demonstrated remarkable performance in diverse computer vision tasks, often outperforming Vision Transformers (ViTs) in ...

A windowed sinc function can implement a low-pass filter, and a two-dimensional convolutional filter can blur or sharpen images. In part 3 of this series, we introduced a low-pass filter based on the ...