Most mountain bikes these days use V brakes. Cantilevers are used on cyclocross and touring bikes. Calipers are used on road bikes. U brakes are obsolete.
Caliper brakes are the lightest. Modern cantilevers are no harder to adjust than V brakes.
V Brakes
Cantilever Brakes
Calipers
U Brakes