No don't transplant them. They do fine if planted a little higher as planting too low really promotes root and crown rots. I suggest bringing in a little peat moss and soil mix to fill in around them to bring the soil line up to the proper level. The slightly raised soil level will facilitate drainage away from the base of the plants during wet periods.
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