This document summarizes a project called TULIPP that received EU funding to develop ubiquitous low-power image processing platforms. The project involves 8 partners over 3 years working on hardware, operating systems, tools and use cases for medical imaging, automotive and drone applications. The project aims to define a reference platform using Xilinx SoCs, develop a real-time low-power image processing OS, and toolchain called STHEM to support the hardware and OS. Medical and automotive use cases will integrate and validate the platform for reducing radiation in surgery and adding pedestrian detection to cars. An advisory board and ecosystem are being developed to guide the project and promote adoption.