My plants are not growing right

Hi,
There is something going over my plants, those are plants that I grow last year, as it does not get to cold in here, they managed to survive the winter (which was over a month ago).
 
But they are not growing right and some of them has lost all there leafs, I am adding a movie and some pictures any idea?
 
 
This is a link to the movie: 

 

 
 
 
Anyone has any idea of what is going on?
 
Thank You,
Oren.

Too wet to start with.
You need to leave them alone and let that soil dry a bit before doing anything else.

looks like cold damage to me.  They may have survived the winter, just not unscathed.  Cold wind damages the ends of the branches like that, and the cold weather slows transpiration so if it was wet and cold the plant starts to rot. Black spots on leaves, dropping green leaves are all  signs of over watering In this case as a result of the temp.  Peppers prefer that temperatures not drop below 60F.  If you are going to continue overwintering in the ground, i would raise the bed to keep the roots from sitting in cold winter rain.