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This Topical Collection aims to publish scientific papers on various big vision data analysis and vision data-based artificial intelligence technologies. The scope includes various topics from visual feature extraction, visual pattern recognition, deep learning structure, and learning methods to the results of their application in various fields. This collection invites both original research articles and reviews, and topics of interest include computer vision, deep learning, pattern recognition, and more. Submissions are open until the deadline, and accepted papers will be published continuously in the journal.