Collider detectors are complex devices used in particle physics to track and identify particles produced by collisions in accelerators, providing crucial data for understanding fundamental forces and particles. They consist of multiple layers designed to measure different properties of particles, such as momentum, energy, and charge, enabling scientists to reconstruct events and test theoretical models.