what do you mean by "your dataset"? certainly it depends on the quality of your pictures. but as long as you have (like the pictures that you are used to take for your comparisions) simialar pictures you can compare f.e. 3, 6, 10, 20, 35, 50 pictures for training to find out how near the different trained images come to the "original" person..