2D images can be used to capture food intake data in nutrition studies. Estimates of volume from these are required for nutrient analysis. Although 3D image is possible, it not commonplace. Additionally, studies often require multiple taken by non-expert users, typically collected using mobile phones, due their convenience. Current approaches restricted the need prescribed camera placement, met...