This work explores an efficient convolutional acceleration framework tailored for edge devices by integrating Depthwise Convolution with the Winograd algorithm. Through RTL-based hardware ...

Abstract: To address the challenges of small and medium-sized target recognition, as well as inconspicuous foreground features in complex backgrounds, this paper proposes a novel visual object ...