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As mechanical defects on the electrode sheets have an impact on the cell performance and their lifetime, inline quality control during electrode production is of high importance. Correlation of detected defects with process parameters provides the basis for optimization of the production process and thus enables long\u2010term reduction of reject rates, shortening of the production ramp\u2010up phase, and maximization of equipment availability. To enable automatic detection of visually detectable defects on electrode sheets passing through the process steps at a speed of 9\u2009m\u2009s\n                      <jats:sup>\u22121<\/jats:sup>\n                      , a You\u2010Only\u2010Look\u2010Once architecture (YOLO architecture) for the identification of visual detectable defects on coated electrode sheets is demonstrated within this work. 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