I liked first one the most. I was disappointed with the beginning of the second book but if you're into the Katniss/Peeta/Gale angle you'll like it.
1>>> 3 > 2 for me, but people usually tend to like the second one more than the third.
Hopefully I lowered your expectations enough that you enjoy them anyway .
I swear in the movie at that part, I hoe'd out and had to stop a tear from rolling out. That part hit me hard in the book and movie. Regardless of everyone else, Katnissnin the movie was played well