We are working on approaches to build classification algorithms for imaging data from Ophthalmology to assess retinal changes in diabetic retinopathy. We are also working on leveraging the geometric functional data analysis approaches in conjunction with spatial analysis techniques for other medical imaging data such as radiological and histo-pathological imaging. The applications include imaging data from gliomas, pancreatic cancer and immunotherapy for lung cancer.