The shortest path problem can be categorized in to two different problems; single source shortest path problem (SSSP) and all pair shortest algorithm (APSP). In this paper, analysis and comparison between complexity of the famous shortest path algorithms have been made, and the obtained results have shown that researchers have got remarkable success in designing better algorithms in the terms of time complexity to solve shortest path algorithms.