New innovative non-contract based damage detection method is developed. Used advanced computer-vision techniques to measure absolute displacement responses. Unscented Kalman filter was used to predict structural stiffness and damping. Various connection damage and member damage scenarios have been generated for experiments. Carried out extensive experimental studies to validate proposed method.