Combine two normal arrays to create key:value pair array

I have two arrays like so:

arr1 = ['one','two','three']

arr2 = ['1','2','3']

Is the a way with jQuery to combine them so the output would be like:

arr3 = ['one':'1', 'two':'2', 'three':'3']