mlsanityData to 14 Oct 2026

On the Insensitivity of Bit Density to Read Noise in One-bit Quanta Image Sensors

arXiv 2203.06086 ↗First posted 11 Mar 2022eess.SPcited by 1

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Abstract (arXiv)

The one-bit quanta image sensor is a photon-counting device that produces binary measurements where each bit represents the presence or absence of a photon. In the presence of read noise, the sensor quantizes the analog voltage into the binary bits using a threshold value q. The average number of ones in the bitstream is known as the bit-density and is often the sufficient statistics for signal estimation. An intriguing phenomenon is observed when the quanta exposure is at the unity and the threshold is q = 0.5. The bit-density demonstrates a complete insensitivity as long as the read noise level does not exceeds a certain limit. In other words, the bit density stays at a constant independent of the amount of read noise. This paper provides a mathematical explanation of the phenomenon by deriving conditions under which the phenomenon happens. It was found that the insensitivity holds when some forms of the symmetry of the underlying Poisson-Gaussian distribution holds.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 11 Mar 2022.

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