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Shot Noise

Definition

Random noise proportional to the square root of the number of photons captured. Shot noise is scene-dependent and cannot be predicted from the camera alone, but its statistical distribution (Poisson) is known and can be modelled.

Scaling
Proportional to the square root of captured photon count
Statistical model
Poisson distribution
Dependence
Scene-dependent, not predictable from camera settings alone
Forensic use
Modelled to detect regions with inconsistent noise in suspected image forgeries

Common questions

How does shot noise help detect a spliced or composite image?+

Because shot noise follows a predictable Poisson relationship to local brightness, an examiner can check whether the noise level in a given image region matches what that region's brightness should produce; a spliced patch pulled from a different image or from a denoised source often shows a noise level inconsistent with its own brightness, revealing the tampering.

Why can't shot noise be predicted purely from the camera model and settings?+

It depends on the number of photons actually reaching each sensor pixel during a specific exposure, which varies with the scene's own lighting and reflectance at capture time, not just the camera's ISO or sensor design, so the same camera produces different shot noise levels shot to shot.

Related terms

Illuminant Direction
The 3-D vector pointing from the scene toward the dominant light source. In a single-exposure photograph from a single scene, the illuminant...
Noise Variance Map
A per-pixel or per-block estimate of local noise variance across an image, computed by filtering out image content with a high-pass or...
Photo Response Non-Uniformity (PRNU)
A fixed-pattern noise component caused by microscopic sensitivity differences between individual sensor pixels. PRNU is deterministic and camera-specific, making it a sensor...
Photometric Stereo
A technique that recovers surface normals and illuminant direction from shading patterns. When applied to a single image, it uses local shading...
Specular Highlight
A bright spot where a light source reflects directly off a shiny surface toward the camera. The position and shape of specular...

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