Background: Disruption of white matter (WM) tracts is common in traumatic injury to the brain and spinal cord. However, imaging techniques for prognostication and monitoring of recovery are lacking. Myelin Water Imaging (MWI) is a validated MRI based method of quantifying myelin volume and represents a potential tool for application in a clinical environment. Methods: 12 healthy, right-handed participants completed a two-week visuomotor maze training program with MRI scans at baseline and endpoint. The task was designed to be difficult for the non-dominant hand and easy for the dominant, allowing for an inbuilt control. Diffusion Tensor Imaging (DTI) along with MWI data were collected at both timepoints using a 3T MRI. Results: Performance metrics confirmed task performance increased only in the non-dominant hand, and a corresponding endpoint>baseline comparison showed significant increases in the MWF (p<0.05) and DTI indices (p<0.05) in the right corticospinal tract (CST), and no significant change in the left CST. Conclusions: This preclinical validation shows MWI is capable of quantitatively tracking WM changes over the course of weeks in humans. MWI’s clinical utility lies in its ability to assess WM changes over short time periods, as monitoring changes in tissue integrity will assist in guiding treatment decisions after critical injury.