Spectral-based convolutional neural network without multiple spatial-frequency domain switchings

• Main Authors: Ayat, Sayed Omid, Hani, Mohamed Khalil, Ab. Rahman, Ab. Al-Hadi, Abdellatef, Hamdan
• Format: Article
• Published: Elsevier B. V. 2019
• Subjects: TK Electrical engineering. Electronics Nuclear engineering
• Online Access: http://eprints.utm.my/id/eprint/87452/; http://dx.doi.org/10.1016/j.neucom.2019.06.094

Recent researches have shown that spectral representation provides a significant speed-up in the massive computation workload of convolution operations in the inference (feed-forward) algorithm of Convolutional Neural Networks (CNNs). This approach results in reducing the computational complexity of...