Nevertheless, future research could focus on improving speed through automation, developing more efficient algorithms, or utilizing machine learning techniques. Overall, the X-ray imaging technique has the potential to be a valuable tool in the electronics industry for detecting potential safety hazards, identifying counterfeit components, and ensuring reliability in electronic devices and systems.