Building a Semantics Segmentation Computer Vision Algorithm for Deployment on the Edge

In this article, we will discuss the challenges and techniques for deploying a Semantics Segmentation algorithm on edge device. In particular, we will go through the technical challenges faced when working on our project, an Automatic Wound Segmentation model deployed onto iOS devices. We will first briefly go through the project background, followed by the technical challenges we faced and the methods to overcome these challenges. Today, 9.3% of the adults in the world live with diabetes. Of all adults with diabetes, 25% them will develop diabetic foot ulcers in their lifetime.