This project proposes a structured evaluation framework for assessing the robustness of image steganography algorithms under real-world distortions. It introduces three complementary metrics—TRI, CSRI, and IWRI—and applies them to four steganographic methods to demonstrate their effectiveness in capturing transformation resilience, capacity scaling, and imperceptibility trade-offs.