This object recognition demo uses image segmentation and neural network technique for identifying objects in a certain image or video frame. To specify the input in a scene, this demo application applies OpenCV-based computer vision for scanning the contents within the black borders on flash cards. The captured content then runs through an inference engine generated with the use of an Arm NN deployed model, resulting in a properly labeled object.