Hands-On Computer Vision with Detectron2

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Deploying Detectron2 Models into Browsers and Mobile Environments

This chapter introduces the Open Neural Network Exchange (ONNX) framework. This framework helps share deep neural networks across multiple frameworks and platforms. It is extremely helpful when there is a need to deploy Detectron2 models into browsers or mobile environments. This chapter also describes D2Go, a framework for training, quantizing, and deploying models with minimal memory storage and computation requirements. Models created using this framework are extremely helpful for deploying into mobile or edge devices.

By the end of this chapter, you will understand the ONNX framework and when it is helpful. You can export custom Detectron2 models into this format and deploy ...