Department of Mathematics and Computer Science

I'm trying to develop a program for images searching by content , i managed to extract descriptors for each image but i'm confused to match between those of the query and those in the data base.
Someone help me to figure wich approch shall i use to have the best matching.

Note : each descriptor have 128 value.