Data point interpolation on surfaces is a fundamental problem in computer graphics, scientific visualization, and various other fields of scientific computing. This project explores different techniques or designs new algorithms for interpolating ordered data points on spheres and other surfaces, focusing on evaluating their performance and accuracy.