So you want to detect flute notes from a YouTube video? That's what Chordify does for a guitar i think.

I actually tried it here on a flute video: https://chordify.net/chords/the-last-of-the-mohicans-the-bes...

But it only managed to detect background guitar not flute!

The chords are C, F and D minor.