Remote Sensing Images (RSIs) often have extremely wide width and abundant terrain. In order to achieve rapid object detection in large RSIs. in this paper. a Deep Hash Assisted Network (DHAN) is constructed by introducing a hashing encoding of images in a two-stage deep neural network. https://www.roneverhart.com/RME-Fireface-UFX-III-Audio-Interface-p32300/