Abstract: The vehicle damage assessment includes classifying damage and estimating its repair cost and is an essential process in vehicle leasing and insurance industries. It contributes heavily to the actual cost the customer has to pay. The standard practices follow manual identification of damages and cost estimation of repairs, resulting in noisy images of the damaged parts, inconsistent categorization of damage types, and high variance in repair costs estimation between two appraisers.