I was reading about Noise Figure on Wikipedia (https://en.wikipedia.org/wiki/Noise_figure). There, I saw the following definition:
The noise factor is thus the ratio of actual output noise to that which would remain if the device itself did not introduce noise, or the ratio of input SNR to output SNR.
where noise figure is $10\log_{10} \text{(Noise Factor)}$.
That arises a question in me.
If Noise Figure is given for an amplifier as a constant (for example Noise-Figure=$5.5$dB), since amplifier noise is additive (i.e. its power adds up to the input noise power), then the amplifier noise must be dependent on input noise power, which contradicts with my intuition.
As an example, is an amplifier has gain of $1$ (i.e. no amplification, no attenuation) with a NF of $5.5$dB, it preserves the input signal power, in a sense that $$P_{\text{out}}=G\cdot P_{\text{in}}=P_{\text{in}}$$and $$\sigma^2_{\text{noise,out}}{=G\cdot\sigma^2_{\text{noise,in}}+\sigma^2_{\text{amplifier}}\\=\sigma^2_{\text{noise,in}}+\sigma^2_{\text{amplifier}}}$$ hence $$\text{Noise Factor}={\sigma^2_{\text{noise,out}}\over \sigma^2_{\text{noise,in}}}=1+{\sigma^2_{\text{amplifier}}\over \sigma^2_{\text{noise,in}}}=10^{0.55}=3.55$$and $$\sigma^2_{\text{amplifier}}=2.55\sigma^2_{\text{noise,in}}\qquad\qquad(!!)$$
However, we know that Noise Figure is highly used in practice. Where is my mistake in understanding it?