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GTC ON-DEMAND

Advanced AI Learning Techniques
Presentation
Media
Application of Generative Deep Neural Networks for Mass Customization of Patient-Specific Products
Abstract:
We''ll show how generative adversarial networks (GANs) running on GPUs are about to revolutionize mass customization of patient-specific products at Glidewell Dental. Every day, our labs produce thousands of patient-specific items, such as dental restorations, implants, and appliances. To deliver functional and aesthetic products, high levels of precision and consistency are essential. Traditionally, dental restoration design and manufacturing process was very labor intensive and required highly skilled dental professionals. Today, with the advances in CAD/CAM, the amount of manual labor has been significantly reduced; however, there are still many aspects of the process that require human intervention due to the fact that some of these aspects are hard to formalize and therefore impossible to automate with traditional tools. The convergence of several technologies, such as deep learning, GPGPU, and cloud computing, has allowed us to effectively train generative models on historical data. These models are now capable of automatically generating high-quality patient-specific designs.
 
Topics:
Advanced AI Learning Techniques, Consumer Engagement and Personalization
Type:
Talk
Event:
GTC Silicon Valley
Year:
2018
Session ID:
S8155
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