Full-field measurement accuracy has been demonstrated through laboratory experiments. Damage detection is enabled from identified smoother mode shapes. This study discusses the issues concerning practical applications of vision sensors. Advantages of vision sensors are confirmed through field tests of Manhattan Bridge.