This paper investigates the boundary detection algorithm based on local variance threshold technique. Boundary detection, contour detection, and edge detection are the fundamental research problems in computer vision. They are the primary step in image recognition. Image segmentation is made easy when the outer shape of the object is identified clearly. In this paper, the boundary detection is performed with the local variance of the pixels under calculation. The simulation results outperform the standard edge detection methods.