This report presents the results of the work done for the Fasteye camera project inside CSEM. The overall camera system is depicted in Figure 1. The image (or video) captured by the sensor is transferred to the FPGA board which processes the data and feeds them into the external, main memory. From the latter the data are then moved through the USB interface toward the USB connector, and eventually to a peripheral device (e.g., a laptop). The main aim was to create a reliable, generic interface between the sensor interface) and the FINN accelerator block within the Datapath. FINN, which had already been implemented inside the system, is a framework for building fast, scalable Binarized Neural Network inference accelerators on FPGA.