NIR dyes can be conjugated to nanoparticles such as gold nanoparticles, quantum dots, and carbon nanotubes to enhance their functionality. This integration improves the stability, biocompatibility, and targeting ability of the dyes. For instance, gold nanoparticles conjugated with NIR dyes can be used for photoacoustic imaging and photothermal therapy.