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Of course no one knows the answer to this question with much certainty. It's essentially the overarching question of all neuroscience/psychology/philosophy...
In neuroscience, this is such a tough question to truly pin down because the brain perceives the world via massive parallel processing (a.k.a. it's really complicated).
If you look at a chair, you get perception A. If you look at a chair while smelling a rose, you get perception B. If you smelled a rose while looking at a chair in the past, and then later you just look at a chair, you get perception C. Just about anything can potentially effect anything and this makes understanding perception at a high level to be ridiculously challenging.
If we try to limit our talk of perception to the human visual system, we can talk about illusions and interesting case studies!
There are cases of people who were blind (from or very early in development) until later in their life (maybe 30s or later) and when they first get their vision, they have no idea how to interact with the world. They look at a cup, something they've been using their whole life, but only see it for the geometrical shape it assumes. Of course, when they touch the cup they immediately know what it is and have all these preconceptions about how to use it.
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