Will mobile data be used when I watch the real-time display/video replay or download video from camera?

No. The Wi-Fi hotspot created by the camera is a local area network connection. The data is transferred between the camera and the smart phone via the secured peer-to-peer network and will not use any 2G/3G/4G mobile data.