Toward Decentralized and Collaborative Deep Learning Inference for Intelligent IoT Devices

Deep learning technologies are empowering IoT devices with an increasing number of intelligent services. However, the contradiction between resource-constrained IoT devices and intensive computing makes it common to transfer data to the cloud center for executing all DNN inference, or dynamically allocate DNN computations between IoT devices and the cloud center. Existing approaches perform a stro...