I know that while taking pictures from a camera, noise may appear in the image. It is often described as Gaussian, but what about the other noises, when do they occur in real world?
Please help!
I know that while taking pictures from a camera, noise may appear in the image. It is often described as Gaussian, but what about the other noises, when do they occur in real world?
Please help!
Gaussian Noise: Standard model of amplifier noise.
Gamma Noise: Frequent in Radar/LiDAR.
Rayleigh Noise: One example where the Rayleigh distribution naturally arises is when wind velocity is analyzed into its orthogonal 2-dimensional vector components.
Exponential Noise: Channel Based Communication(see AEN).
The noise that appears on x-ray images is Poisson in nature. I find the treatment in Computed Tomography: From Photon Statistics to Modern Cone-Beam CT to be good for showing why, but in summary: X-ray photon generation in an x-ray tube is a Poisson process, then attenuation in whatever is being imaged is binomial, and so is detection, so the final image is still Poisson.
I can't help with examples of the other types, sorry.