Intrinsic Use of Genetic Optimizer in CNN Towards Efficient Image Classification

Vaibhav Bhartia, Tusar Kanti Mishra, B. K. Tripathy

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

The inception of genetic algorithms in the 80’s laid a strong foundation in the theory of optimization. Numerous engineering applications are rewarded with wings of optimal and faster solutions through suitable genetic modelling. So far, a handful of evolutionary algorithms and modelling have been introduced by researchers. This has led to vivid applications in numerous domains. In this paper a customized evolutionary framework is proposed that is blended with deep learning mechanism. The widely used convolutional neural networks (CNN) model has been customized whereby optimally informative features are selected through intermittent genetic optimization. The inherent convolution layer outcomes are subjected to the optimizer module that in turn results in optimized set of feature points. The pooling process is abandoned for the purpose; thus, getting rid of uniform feature selection. Now, with this model the feature selection inhibits dynamic process of optimized feature selection. Case study on the usage of the same is shown on classification of facial expression images. Performance of the proposed mechanism is further compared with the simulated outcomes of the generic CNN model. Nevertheless, to say the results show promising rate of efficiency.

Original languageEnglish
Title of host publicationSoft Computing and Its Engineering Applications - 4th International Conference, icSoftComp 2022, Proceedings
EditorsKanubhai K. Patel, Atul Patel, K.C. Santosh, Ashish Ghosh
PublisherSpringer Science and Business Media Deutschland GmbH
Pages396-405
Number of pages10
ISBN (Print)9783031276088
DOIs
Publication statusPublished - 2023
Event4th International Conference on Soft Computing and its Engineering Applications, icSoftComp 2022 - Anand, India
Duration: 09-12-202210-12-2022

Publication series

NameCommunications in Computer and Information Science
Volume1788 CCIS
ISSN (Print)1865-0929
ISSN (Electronic)1865-0937

Conference

Conference4th International Conference on Soft Computing and its Engineering Applications, icSoftComp 2022
Country/TerritoryIndia
CityAnand
Period09-12-2210-12-22

All Science Journal Classification (ASJC) codes

  • General Computer Science
  • General Mathematics

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