CHIP TRACKING SYSTEM

According to one aspect of the present disclosure, a gaming system is provided for tracking chips in a gaming environment. In some embodiments, an apparatus, system, etc. comprises a chip tray having one or more image sensors. The apparatus further comprises a tracking controller. The chip tray includes columns. The image sensor(s) are positioned between a least two of the columns and aligned substantially parallel to a vertical height of the columns. The tracking controller is configured, in some embodiments, to perform operations that cause the apparatus to capture, via the one or more image sensors, image data of a chip stack in at least one of the two of the columns. The tracking controller is further configured to segment the chip stack from the image data, and detect, via a machine learning model, a value of each chip in the chip stack in response analysis of chip-edge features of each gaming chip in the chip stack. The tracking controller is further configured to electronically present information associated with detection of the value of each gaming chip in the chip stack.