An Extensive Study for Detection of Chronic Renal Disease by Utilizing Deep Learning Algorithm on Medical Images

Chronic Renal Disease considered as one of the serious, persistent illness which is caused by the impairment of the kidney. By the help of Machine Learning Techniques, as well as Deep Learning Techniques the illness can easily be detected at a previously stable and in a good time for the illness to be treated. Symptoms of Renal Disease cannot easily be found out. Therefore, the risk of it spreading at a higher rate is not accurately found out at early stages. It was earlier seen that the major factor resulting in renal disease was age, but from the past five years it is observed that even young individuals are being infected with this disease. So, with the help of the common symptoms, and with the images, a Deep Learning technique is proposed using image processing to identify renal disease. By the help of Transformers and Autoencoders, a model with better accuracies is proposed for Chronic Renal Diseases.