Androis Studio displays two drawable of the same name and one of them contains different picture, than another.
The one tagged with v24 contains incorrect picture (default Android icon) and another one contains correct picture, which I have generated with Image Asset Studio.
How to wipe out incorrect picture or make it correct?

You don't need to delete it but you can do it with right click and then delete. What is wrong with the picture?