This Special Issue seeks high-quality contributions in the fields of computer vision/pattern recognition/machine learning and symmetry in theory, and applications to solve practical application problems. The main criteria for submission are theoretical and application-centric innovative methods to solve real-world problems. Manuscripts should be submitted online at www.mdpi.com and accepted papers will be published continuously in the journal. Research articles, review articles as well as short communications are invited.