Which is the best method for comparing the histogram obtained after BOW?

1. Euclidian distance
2. Cosine similarity
3. Histogram Intersection
4. Or any other?

Consider the importance of the method in case of images. Eg, Cosine Similarity matches angle of two vectors...
What impact comparing just the angle or distance has on accuracy of BOW?
Detailed explanation is welcome!!!