Training a single complex Deep Neural Network (DNN) will require at least three million images, and refining it to be production-ready will take countless more. Vehicles aimed at SAE autonomy level 2+ will need at least 10 DNNs, and level 5 will require 20 or more. Refer to the table below to see basic storage capacity requirements for this training.
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Reference architectures for autonomous vehicle development dictate large minimum requirements for usable object storage capacity and throughput.
Starting Capacity (Usable) | 15 Petabytes |
Starting Throughput | 100 GBytes/sec |