Objects represent real-world entities and have unique identities, states, and behaviors. A class defines the structure and behavior of objects through instance variables and methods. Objects are created from classes and inherit their structure and functionality. Key concepts in object-oriented programming include encapsulation, polymorphism, inheritance, abstract classes, and static and dynamic binding.