Stripping Audio off of MP4 files

Any one know of the best way to strip the audio off my MP4 Video files.  I can do it in my video editor but than it seems as though the video looses quality. I don't  know why that would happen.  I have about 20 to do.  just want the visuals.  

Any ideas?