Parameter-Efficient Convolutional Neural Networks using Wavelet Transforms

• المؤلفون الرئيسيون: Malubay, Arnel L., Santos, Kurt Anthony C.De Los, Nable, Job A
• التنسيق: text
• منشور في: Archīum Ateneo 2024
• الموضوعات: Mathematics; Physical Sciences and Mathematics
• الوصول للمادة أونلاين: https://archium.ateneo.edu/mathematics-faculty-pubs/255; https://doi.org/10.1063/5.0192309
• المؤسسة: 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...