The renowned scientist best known for their research on the human genome is Francis Collins. He led the Human Genome Project, a monumental effort to map all the genes in human DNA. Collins' leadership not only paved the way for advancements in genetics and personalized medicine but also enhanced our understanding of various diseases. His work has significantly influenced modern biology, genetics, and medical research, making him a prominent figure in scientific history.