Abstract objects are non-physical entities that exist outside of space and time, such as numbers, properties, and concepts, and are often discussed in the context of philosophy and mathematics. They are distinguished from concrete objects by their lack of physical presence and are essential in understanding the nature of reality, language, and thought.