The Smart Fall Detection System combines 3D depth sensing technology to detect human motion and position. When a fall accident occurs, an instant alert signal is generated to allow caregivers to provide prompt assistance and minimize injuries. The depersonalized depth images have high privacy and can be installed in bathrooms or rooms to establish 24/7 monitoring, making long-term care services more comprehensive. Currently, it has become standard equipment in large teaching hospitals.