Qudit toric codes are a natural higher-dimensional generalization of the well-
studied qubit toric code. However, standard methods for error correction of
the qubit toric code are not applicable to them. Novel decoders are needed. In
this paper we introduce two renormalization group decoders for qudit codes and
analyse their error correction thresholds and efficiency. The first decoder is
a generalization of a 'hard-decisions' decoder due to Bravyi and Haah
(arXiv:1112.3252). We modify this decoder to overcome a percolation effect
which limits its threshold performance for many-level quantum systems. The
second decoder is a generalization of a 'soft-decisions' decoder due to Poulin
and Duclos-Cianci (2010 Phys. Rev. Lett. 104 050504), with a small cell size
to optimize the efficiency of implementation in the high dimensional case. In
each case, we estimate thresholds for the uncorrelated bit-flip error model
and provide a comparative analysis of the performance of both these approaches
to error correction of qudit toric codes