While dealing with the important issue of skin disease detection, our primary goal is to illustrate the necessity of ethical standards for the research problem. We seek to contribute to the image detection and recognition of various classifications of skin diseases while preserving privacy and fairness in healthcare by integrating innovative technology with ethical recommendations for responsible data preprocessing.