LOS ANGELES - Director Ryusuke Hamaguchi's "Drive My Car" won best international feature at the 94th U.S. Academy Awards in Los Angeles on Sunday, becoming the first Japanese film in 13 years to bag the prestigious Oscar for the category after having garnered a string of international accolades.