This article applies object detection to CCTV video material to investigate the potential of using machine learning to automate behavior tracking. This study includes video tapings of two captive Bornean orangutans and their behavior. From a 2 min training video containing the selected behaviors. 334 images were extracted and labeled using Rectlabel. https://www.marcelovicente.com/product-category/wet-look-gel/