We show an object detection demo which is running on the Neural Processing Unit (NPU) of the DHCOM i.MX8M Plus System-on-Chip operating at up to 2.3 TOPS. The H.264 video stream received from a USB webcam is decoded by the Video Processing Unit (VPU) of DHCOM i.MX8M Plus. The machine learning model is MobileNet V2 SSD and the inference engine is the TensorFlow Lite.