Differential convolutional neural network

Sarigul M., ÖZYILDIRIM B. M., AVCI M.

NEURAL NETWORKS, vol.116, pp.279-287, 2019 (SCI-Expanded) identifier identifier identifier

  • Publication Type: Article / Article
  • Volume: 116
  • Publication Date: 2019
  • Doi Number: 10.1016/j.neunet.2019.04.025
  • Journal Name: NEURAL NETWORKS
  • Journal Indexes: Science Citation Index Expanded (SCI-EXPANDED), Scopus
  • Page Numbers: pp.279-287
  • Keywords: Convolutional neural networks, Deep learning, Image classification, Convolution techniques, Pattern recognition, Machine learning
  • Çukurova University Affiliated: Yes

Abstract

Convolutional neural networks with strong representation ability of deep structures have ever increasing popularity in many research areas. The main difference of Convolutional Neural Networks with respect to existing similar artificial neural networks is the inclusion of the convolutional part. This inclusion directly increases the performance of artificial neural networks. This fact has led to the development of many different convolutional models and techniques.