Fake data - the future of advanced computer vision systems
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2018-10-22Metadata
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Corcoran, Peter. (2018). Fake data - the future of advanced computer vision systems. Plenary paper presented at the 2018 Duke Kunshan University International Innovation Symposium on Smart Camera Technologies, Duke Kunshan University Campus, Shanghai, China, 22-23 November, DOI: 10.13025/qbe4-qr97
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Abstract
Recent research shows that Data Augmentation techniques and Synthetic Data can improve the accuracy and reduce the susceptibility of Deep Neural Networks to Adversarial Attacks. In this presentation we consider some of the new tools that are available to build advanced virtual models that can be used to render large 2D training datasets suitable for training tomorrow's advanced Computer Vision systems for deployment in consumer and smart-city use cases.
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