A useful approach for security of images is image encryption. It modifies pixel positions or values to transform images into noise-like encrypted images. The techniques we used for chaos-based image encryption methods are the Arnold cat map, Henon map, and Logistic map that are examined and implemented in this study. Additionally, we have also performed comparative analysis for the same.