People are capable of recognizing and interacting with a plethora of different objects entering in their daily lives. However, object detection and manipulation still proves difficult for current robotic systems. Deep learning methods achieve astonishing performance on detecting known objects, for example using the YOLO object detection algorithm, however these techniques fail when unknown objects enter the scene, or the objects are placed in cluttered environments.