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20 February 2007Identification of in-field defect development in digital image sensors
Although solid-state image sensors are known to develop defects in the field, little information is available about the
nature, quantity or development rate of these defects. We report on and algorithm and calibration tests, which
confirmed the existence of significant quantities of in-field defects in 4 out of 5 high-end digital cameras. Standard hot
pixels were identified in all 4 cameras. Stuck hot pixels, which have not been described previously, were identified in 2
cameras. Previously, hot-pixels were thought to have no impact at short exposure durations, but the large offset of stuck
hot pixels will degrade almost any image and cannot be ignored. Fully-stuck and abnormal sensitivity defects were not
found. Spatial investigation found no clustering. We tracked hot pixel growth over the lifetime of one camera, using
only normal photographs. We show that defects develop continually over the lifetime of the sensor, starting within
several months of first use, and do not heal over time. Our success in tracing the history of each defect confirms the
feasibility of using automatic defect identification to analyze defect response and growth characteristics in a multitude
of cameras already in the field, without performing additional experiments or requiring physical access to the cameras.
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Jozsef Dudas, Linda M. Wu, Cory Jung, Glenn H. Chapman, Zahava Koren, Israel Koren, "Identification of in-field defect development in digital image sensors," Proc. SPIE 6502, Digital Photography III, 65020Y (20 February 2007); https://doi.org/10.1117/12.704563