I know you're considering these two brands, but I have to say, our Samsung is awesome, and I've heard nothing but praise for them in every size.
That out of the way - you need to read reviews. Just put the model numbers into search engines and read, read, read.
To get you started -
CNet reviews the Toshiba
CNet reviews the Sharp (diff size but same set really)