I am storing images in a SQL database , right now I have images being stored in separate tables depending on the object the images belong to, is there any reason ( performance etc..) why I should keep it this way and not store all images in the same table?
Normalization! If you want to follow a normalized schema then you should probably have a media table that contains all of your images, then you can have a table with the relationships from your objects to the media.
This is how I have done it, and it works well for me.
For 95% of the time a single table will work just fine (See Adonis L’s answer) I use this pattern often.
However if you had a lot of images and the activity is evenly(ish) split over say 5 groups and you were running into an IO bottle neck then you might gain some speed by having the 5 tables on 5 different file groups spread over different hard drive spindles. You are then effectively spreading the load over multiple heads and making a crude form of load balancing/partitioning
Of course this is only an example but worth thinking about if your data is structured that way