Imperial Japanese Army Academy
Inoue was born in Kumamoto prefecture as the third son of a local police officer; however, he listed his official residence as Kōchi Prefecture. He attended military preparatory schools and was a graduate of the 20th class of the Imperial Japanese Army Academy in 1908.