you only ice bend

Don't underestimate her Korra.  What she loses in her inability to bend anything that is not ice, she gains in having deity level powers over pretty much anything winter based.  Also, I do not think her abilities are rooted in any form of martial arts.  She is closer to a winter-themed Green Latern than anything.