Methods of evaluating populations of deer are disclosed that include receiving a series of images containing deer; utilizing artificial intelligence object detection to identify deer from the series of images; utilizing spatial relationships between points to create an image scale; identifying a set of metrics associated with the deer; evaluating the gender of the deer; and utilizing a repeat matching technique to evaluate if the deer is a likely reappearance of a previously identified deer.