Also, put him on a leash. Have him sit, praise, walk away just a short distance, say COME, use the hand signal, and then pull him gently towards you on the leash. PRAISE AND TREAT!
After a few days, try it without the leash. If he knows you are going to reward him when he comes towards you, he will probably do so pretty soon!
Have fun!