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Cultural and Creative Product Design and Image Recognition Based on the Convolutional Neural Network Model

Sangyun Han, Zhifang Shi, Yongkang Shi

2022Computational Intelligence and Neuroscience19 citationsDOIOpen Access PDF

Abstract

The development in technology has resulted in the utilization of artificial intelligence systems in various fields. In this research, we are going to study cultural and creative product design and image recognition based on a convolutional neural network (CNN) model. A convolutional neural network is referred to as a type of artificial neural network (ANN) that is used to analyze visual images. Our proposed system deploys a convolutional neural network model for image recognition in the field of cultural and creative product design. Cultural and creative products are becoming more popular these days. The cultural and creative products are referred to as innovative products or innovative new product design which makes use of the cultural symbols and other cultural factors in their design. In simple words, it is the integration of culture and creativity in a new product design. The main aspect of cultural creative products is the incorporation of cultural features into a new product, thus obtaining a creative- and culture-based product. The study results have proved that CNN has provided an accuracy of 87%.

Topics & Concepts

Convolutional neural networkComputer scienceCreativityProduct designProduct (mathematics)Artificial neural networkArtificial intelligenceField (mathematics)Deep learningPsychologyMathematicsGeometrySocial psychologyPure mathematicsDigital Media and Visual ArtCultural and Artistic StudiesCultural Heritage Management and Preservation