Keyakizaka46 went on stage in Yokohama on 22 October wearing black capes and caps resembling those of SS officers
Social media users were quick to point out similarities with the uniforms of Hitler's brutal paramilitary force.
Sony Music Entertainment (Japan) said in a statement: "We express our heartfelt apology for causing offence."