This paper describes the requirements and recent developments of imaging technologies for manufacturing, authentication, agriculture, healthcare and more. The high SNR and real-time sensing toward edge sensing and control as well as data learning is important in the era of big data. Recent technology development toward advanced semiconductor manufacturing is also presented.