Why was Japan never colonised?

I started thinking about Japan after watching a documentary about Ethiopia, another country that avoided colonisation (if we disregard the Italian invasion in the 1930s).

Other significant regional powers such as China and India were way more influenced and lost territory. Why did Japan escape this fate?