Mindtech create solutions for vision and AI applications, centered around our custom SoCs. These solutions include the SoC, the software running on the SoC and the AI tools to enable efficient implementation of accurate neural networks.
The Mindtech AI tools and services family comprises a comprehensive set of tools designed to create, manage and generate synthetic data for neural network training. These tools work with any industry standard framework such as Tensorflow, PyTorch and Caffe, which will be used to train the data to produce trained neural networks for any Inferencing platform such as Mindtech’s own AI & vision engine.
The Mindtech simulator for synthetic data genera-tion comprises many elements. The assets automation tools enables external assets to be swiftly brought into the Mindtech environment, and be ready for use by the Mindtech scenario editor and simulator. The scenario editor, enables the user to take their scene and assets, and create the desired environment for creating the training data, for their specific application, be that automotive, retail, drone, security or countless other applications.
In order to achieve the very best results, it is required that multiple data sources will be used for training and validation. These sources will be both synthetic and real. The Mindtech AI toolkit includes tools for data import, conversion and data merging. A data augmentation tool is supplied, to allow for running multiple use cases with all the data brought into the system for training. Following the training (using an industry standard framework), the Mindtech tools allow the user to visualize the results and view the statistics
We at Mindtech have an expert team, who understand what training data is required to give accurate results for neural networks inferencing. To allow neural networks to perform at their full potential requires significant investment into training data. We are able to provide a service to generate neural networks, trained on both real, and custom generated synthetic data from Mindtech created scenes and scenarios to customer specifications. This allows customers who lack the expertise or resource to do this in a timely fashion, without compromise on results.
More details will be released about Mindtech SoC solutions later in 2019.