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Automatic detection and characterization of random telegraph noise in sCMOS sensors

Automatic detection and characterization of random telegraph noise in sCMOS sensors

来源:Arxiv_logoArxiv
英文摘要

Scientific CMOS (sCMOS) image sensors are a modern alternative to typical CCD detectors and are rapidly gaining popularity in observational astronomy due to their large sizes, low read-out noise, high frame rates, and cheap manufacturing. However, numerous challenges remain in using them due to fundamental differences between CCD and CMOS architectures, especially concerning the pixel-dependent and non-Gaussian nature of their read-out noise. One of the main components of the latter is the random telegraph noise (RTN) caused by the charge traps introduced by the defects close to the oxide-silicon interface in sCMOS image sensors, which manifests itself as discrete jumps in a pixel's output signal, degrading the overall image fidelity. In this work, we present a statistical method to detect and characterize RTN-affected pixels using a series of dark frames. Identifying RTN contaminated pixels enables post-processing strategies that mitigate their impact and the development of manufacturing quality metrics.

Arda ?zdo?ru、Sergey Karpov、Asen Christov、Stanislav Vítek

Czech Technical University in Prague, Jugoslávskych partyzán? 1580/3, 160 00, Prague, CzechiaInstitute of Physics of the Czech Academy of Sciences, Na Slovance 1999/2, 182 00, Prague, CzechiaInstitute of Physics of the Czech Academy of Sciences, Na Slovance 1999/2, 182 00, Prague, CzechiaCzech Technical University in Prague, Jugoslávskych partyzán? 1580/3, 160 00, Prague, Czechia

10.1117/12.3056499

天文学

Arda ?zdo?ru,Sergey Karpov,Asen Christov,Stanislav Vítek.Automatic detection and characterization of random telegraph noise in sCMOS sensors[EB/OL].(2025-05-30)[2025-06-21].https://arxiv.org/abs/2505.24540.点此复制

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