Title :
On-Line Mapping of In-Field Defects in Image Sensor Arrays
Author :
Dudas, Jozsef ; Jung, Cory ; Wu, Linda ; Chapman, Glenn H. ; Koren, Israel ; Koren, Zahava
Author_Institution :
Sch. of Eng. Sci., Simon Fraser Univ., Burnaby, BC
Abstract :
Continued increase in complexity of digital image sensors means that defects are more likely to develop in the field, but little concrete information is available on in-field defect growth. This paper presents an algorithm to help quantify the problem by identifying defects and potentially tracking defect growth. Building on previous research, this technique is extended to utilize a more realistic defect model suitable for analyzing real-world camera systems. Monte Carlo simulations show that abnormal sensitivity defects are successfully detected by analyzing only 40 typical photographs. Experimentation also indicates that this technique can be applied to imagers with up to 4% defect density, and that noisy images can be diagnosed successfully with only a small reduction in accuracy. Extension to colour imagers has been accomplished through independent analysis of image colour planes
Keywords :
Monte Carlo methods; fault tolerant computing; image colour analysis; image sensors; sensor arrays; Monte Carlo simulations; abnormal sensitivity defects; colour imagers; defect growth; image sensor arrays; in-field defects; on-line mapping; real-world camera systems; Digital cameras; Digital images; Fault detection; Fault diagnosis; Image analysis; Image color analysis; Image sensors; Infrared image sensors; Pixel; Sensor arrays;
Conference_Titel :
Defect and Fault Tolerance in VLSI Systems, 2006. DFT '06. 21st IEEE International Symposium on
Conference_Location :
Arlington, VA
Print_ISBN :
0-7695-2706-X
DOI :
10.1109/DFT.2006.48