Platinum-based catalysts are catalytic materials that contain platinum as the active component. These catalysts can exist in different forms, such as supported platinum catalysts, where platinum nanoparticles are dispersed on a support material like alumina or silica. The support material helps to increase the surface area of the platinum, enhancing its catalytic efficiency.