mpv is the king. Nice minimal interface, comprehensive format support and great performance.

I tried to use VLC to watch videos from my network share and it it just kept stuttering and freezing, meanwhile mpv has way better capability there and actually buffers and preloads the video. It even shows you in the seek bar how much of the file is preloaded.