Abstract art, non-figurative art, non-objective art, and nonrepresentational art are loosely related terms. They are similar, but perhaps not of identical meaning.
The basic premise of abstraction - incidentally, a key issue of aesthetics - is that the formal qualities of a painting (or sculpture) are just as important (if not more so) than its representational qualities.