Gaming systems and methods for adaptable player area monitoring

A gaming machine includes at least one image sensor for capturing an image including a player area associated with the gaming machine and logic circuitry in communication with the image sensor. The logic circuitry establishes a facial image mask defining an area of interest within the player area, receives the captured image from the image sensor, applies the facial image mask to the captured image to extract player image data from the captured image data, detects any faces within the player image data, compares, in response to detecting a face of a player within the player image data, the detected face with a player database to identify a player account associated with the player, and links, in response to identifying a matching player account based on the comparison, the matching player account to activities of the player at the gaming machine.