Despite significant growth in the field of tissue engineering over the past decades, non-invasive, non-destructive methods to characterise recellularisation of grafts are lacking. Here, we investigate a non-invasive magnetic resonance imaging technique, diffusion tensor imaging (DTI), within acellular and recellularised vascular grafts. Using two decellularised porcine carotid grafts, smooth muscle cells were cultured dynamically for two weeks with terminal time points at day 3, 7, and 14. Grafts were fixed at each time point and investigated by DTI in an ex vivo set up. Semi-quantitative histology was carried out to investigate collagen, elastin, and cell density changes over time. DTI-derived metrics, namely the fractional anisotropy, mean diffusivity and tractography, not only were significantly different between day 3 and day 7 grafts, but also distinguished between acellular and recellularised grafts. Specifically, within the wet decellularised grafts, increasing fractional anisotropy was strongly correlated to increasing cell density. The results from this study show, for the first time, DTI's place in the field of tissue engineering, offering non-invasive, non-destructive insight into graft recellularisation.