Detection methods include statistical analysis of data patterns, peer review processes, and the use of software tools to identify image manipulations. For instance, researchers may use statistical techniques to detect anomalies or inconsistencies in data sets. Journals and institutions often employ software tools to check for image duplication or digital alterations.