Slicer-like dicom import

I’m looking to load multiple dicom series and view the images using VTK.
I setup ITK to load the images, then converted to vtkImageData, however, the images are not aligned appropriately. Specifically, the scout views are not aligned with the remaining MR acquisitions.
I can load the images into Slicer, and the images are aligned appropriately, so the issue isn’t with my dicom files. Is there a way that I can use VTK/ITK to load dicom images in the same way that is done in Slicer?

Please let me know if you need any more information.

Thank you for your time.