KAMPALA, Uganda—The world's first major outbreak of Ebola hemorrhagic fever since 2009 has killed at least 14 of 20 people infected in a remote area of midwestern Uganda.

International health officials are rushing to respond to the outbreak, which erupted at the beginning of July but was identified as the deadly Ebola virus only on Friday, meaning it potentially spread substantially before being caught.

A...