Usually the average of the validation accuracies (of the hold-out folds) will be calculated as the k-fold CV accuracy. The final model might be trained using the whole training data and the best hyperparameters found in your k-fold CV.
Have a look at @rasbt’s blog post 158 and lecture notes 62 on this topic. He might also correct me, if I said something bogus.