Parameter-Efficient Convolutional Neural Networks using Wavelet Transforms

• Main Authors: Malubay, Arnel L., Santos, Kurt Anthony C.De Los, Nable, Job A
• Format: text
• Published: Archīum Ateneo 2024
• Subjects: Mathematics; Physical Sciences and Mathematics
• Online Access: https://archium.ateneo.edu/mathematics-faculty-pubs/255; https://doi.org/10.1063/5.0192309
• Institution: Ateneo De Manila University

Convolutional Neural Networks (CNN's) are known to perform well on computer vision tasks such as image classification, image segmentation, and object detection. However, one major drawback of CNN's is the huge amount of computing and memory resources needed to train them. In this paper, we...