Either crop or pad the input volume: What is beneficial for Convolutional Neural Network?

• Main Authors: Al-Saggaf, U.M., Botalb, A., Moinuddin, M., Alfakeh, S.A., Ali, S.S.A., Boon, T.T.
• Format: Conference or Workshop Item
• Published: Institute of Electrical and Electronics Engineers Inc. 2021
• Online Access: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85124170608&doi=10.1109%2fICIAS49414.2021.9642661&partnerID=40&md5=fe97d0334bee476e8e7e0756fc5b0943; http://eprints.utp.edu.my/29179/

Convolutional Neural Network (CNN) is the most popular method of deep learning in the machine learning field. Training a CNN has always been a demanding task compared to other machine learning paradigms, and this is due to its big space of hyper-parameters such as convolutional kernel size, number o...