Here is some food for thought...
Let's talk lossy audio compression like MP3/AAC. No one uses any of traditional audio measurements to assess their performance. Everything is done with listening tests.
But, that is not the full picture. A 128 kbps file has 94% of the original data thrown away from the CD rip and you are listening to just 6% of it! Let's agree that to vast majority of people, that 6% essentially equals the original. No intuitive logic would lead you to such an outcome. Can you take out 94% of what I am typing and if it essentially be indistinguishable to what you started with? Clearly not.
Inside the lossy encoder there is a perceptual model of our hearing. Audio is divided into frames of X milliseconds and analyzed and different decisions are made in how the resolution of each frequency band is severely reduced while making sure the resulting distortions are below audible thresholds. It is a testament to audio research and how much we know about our hearing system that allows these systems to work so well.
Even at higher bit rates of 320 kbps, we are throwing out 75% of the audio. Despite that, most audiophiles will fail to detect a difference between those files and originals. The system is that good, and the knowledge of our hearing that capable.
But again, we perform listening tests because the model is not perfect. And ultimately we want the validation of a human saying something sounds good, or sounds better than an alternative.
We have an entire field called psychoacoustics which quantifies what we hear. It is through that science that enables things like MP3 to work. We also have powerful signal processing knowledge such as dither that applies noise to a single, something a lay person would think is "wrong," yet can be shown mathematically to reduce distortion.
One can't measure how much the research and industry know, by utilizing knowledge gained as a hobbyist. At least I never got exposed to it that way. I had to manage the research and development teams that did the work.
Let's talk lossy audio compression like MP3/AAC. No one uses any of traditional audio measurements to assess their performance. Everything is done with listening tests.
But, that is not the full picture. A 128 kbps file has 94% of the original data thrown away from the CD rip and you are listening to just 6% of it! Let's agree that to vast majority of people, that 6% essentially equals the original. No intuitive logic would lead you to such an outcome. Can you take out 94% of what I am typing and if it essentially be indistinguishable to what you started with? Clearly not.
Inside the lossy encoder there is a perceptual model of our hearing. Audio is divided into frames of X milliseconds and analyzed and different decisions are made in how the resolution of each frequency band is severely reduced while making sure the resulting distortions are below audible thresholds. It is a testament to audio research and how much we know about our hearing system that allows these systems to work so well.
Even at higher bit rates of 320 kbps, we are throwing out 75% of the audio. Despite that, most audiophiles will fail to detect a difference between those files and originals. The system is that good, and the knowledge of our hearing that capable.
But again, we perform listening tests because the model is not perfect. And ultimately we want the validation of a human saying something sounds good, or sounds better than an alternative.
We have an entire field called psychoacoustics which quantifies what we hear. It is through that science that enables things like MP3 to work. We also have powerful signal processing knowledge such as dither that applies noise to a single, something a lay person would think is "wrong," yet can be shown mathematically to reduce distortion.
One can't measure how much the research and industry know, by utilizing knowledge gained as a hobbyist. At least I never got exposed to it that way. I had to manage the research and development teams that did the work.