Deploy Complex Vision AI Workflows with Intel Emerald Rapids
Blog post from Roboflow
Roboflow Workflows is a low-code platform designed to simplify the creation of complex computer vision systems by allowing users to build applications without extensive manual coding. The guide demonstrates deploying a Workflow using Intel's Emerald Rapids CPUs on Google Cloud Platform, focusing on enhancing small object detection with techniques like Sliced Aided Hyper Inference (SAHI). The process involves creating a Workflow, incorporating image slicing and object detection blocks, and using active learning to improve model accuracy by automatically saving and uploading results to Roboflow datasets. After assembling and testing the Workflow, users can deploy it on an Intel Emerald Rapids instance using Roboflow Inference, an open-source inference server. This approach enables users to leverage state-of-the-art technology and integrate various models, algorithms, and visualization tools to build versatile computer vision applications.