This paper presents the first quantum computational characterization of the Graph Non-Isomorphism problem (GNI). We show that GNI is in a quantum non-deterministic polynomial-time class, i.e., quantum Merlin-Arthur game class (QMA) or quantum probabilistic NP (BQNP). In other words, given two graphs (G_0,G_1) in GNI, (G_0,G_1) has a polynomial-size quantum certificate with which (G_0,G_1) in GNI can be convinced by a polynomial-time (probabilistic) quantum Turing machine.