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Visual Perception Enabled Industry Intelligence: State of the Art, Challenges and Prospects

Jiachen Yang, Chenguang Wang, Bin Jiang, Houbing Song, Qinggang Meng

2020IEEE Transactions on Industrial Informatics255 citationsDOIOpen Access PDF

Abstract

Visual perception refers to the process of organizing, identifying, and interpreting visual information in environmental awareness and understanding. With the rapid progress of multimedia acquisition technology, research on visual perception has been a hot topic in the academical field and industrial applications. Especially after the introduction of artificial intelligence theory, intelligent visual perception has been widely used to promote the development of industrial production towards intelligence. In this article, we review the previous research and application of visual perception in different industrial fields such as product surface defect detection, intelligent agricultural production, intelligent driving, image synthesis, and event reconstruction. The applications basically cover most of the intelligent visual perception processing technologies. Through this survey, it will provide a comprehensive reference for research on this direction. Finally, this article also summarizes the current challenges of visual perception and predicts its future development trends.

Topics & Concepts

PerceptionComputer scienceVisual perceptionField (mathematics)VisualizationHuman–computer interactionData scienceArtificial intelligencePsychologyMathematicsPure mathematicsNeuroscienceIndustrial Vision Systems and Defect DetectionImage Processing Techniques and Applications3D Surveying and Cultural Heritage
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