Varicose Veins Chronic Venous Diseases Image Classification Using Multidimensional Convolutional Neural Networks

Varicose vain is a chronic disease which occurs when leg vein blood circulation is not working properly. This cause problem in the blood circulation from leg to heart. This occurs because of blood get collected in the leg veins and this condition is said to as stasis which leads blood to drop backward and damage the valve. Prolong standing or sitting, aging, lack of mobility are some of the main reason for this chronic disease. The cost for treatment is also too high. Early detection of this problem can be treated easily and help the patient relief from pain and stress. Deep learning technique plays a major role in early prediction and to identify the different stages of varicose vein and assist the clinician. Here the proposed model developed through multidimensional deep convolutional neural network outperforms doctor’s diagnosis and provide better accuracy of 99.9% in classifying the different stages of CVI through which the patient can be treated appropriately.