In this paper, we give spectral upper bounds for the independence number of even uniform hypergraphs and graphs, extend the Hoffman bound to even uniform hypergraphs, and give a simple spectral condition for determining the independence number, the Shannon capacity and the Lovász number of a graph. The Hoffman bound on the Lovász number is also extended from regular graphs to general graphs.