Flat panel doors with hidden hinges and push to open latches, painted the same color as the wall?

It is what it is. Not much you can do with it.

Without investing in major changes, I don't think there is anything to do. They seem small and short in comparison to the other openings and window height and I think the 6 rectangular molding features on each call more attention to them. But the room they are in looks very beautiful and I think that is what really counts.

In an ideal world, the wall should have been planned with the doors equidistant from the adjacent walls.

Also, that fact that you have one wall painted a dark color is making this wall stand out.

Switching the closet door hinge to the opposite side would make the doors feel more like a pair, and not so oppositional to each other.

Finally, you could add some slim art between the doors.

I'd move the plant to the spot in front of the plugs, regardless of closet cord.

Could you reconfigure the closet to open into the garage instead of this interior room, and eliminate one door entirely?

IMO a new build should never have had this issue. Do you need the storage under the stairs? Is this the only way to get to the garge(shame on the builder if it is) I need to see a to scale floor plan Paint the doors at least the same color as the walls to make them a bit less in your face . IMO a simple slab door and painted like the wall would be better .

Maybe a small plant? it might be asking for trouble in that location though. my eye is definitely drawn to the lighter wall so i’m not sure the accent wall is helping