A system for detecting, identifying and tracking objects of interest over time is configured to derive object identification data from images captured from one or more image capture devices. In some embodiments of the system, the one or more image capture devices perform a first object detection and identification analysis on images captured by the one or more image capture devices. The system may then transmit the captured images to a server that performs a second object detection and identification analysis on the captures images. In various embodiments, the second analysis is more detailed than the first analysis. The system may also be configured to compile data from the one or more image capture devices and server into a timeline of object of interest detection and identification data over time.