SEARCH SESSIONS

Search All
 
Refine Results:
 
Year(s)

SOCIAL MEDIA

EMAIL SUBSCRIPTION

 
 

GTC ON-DEMAND

5G & Edge
Presentation
Media
Revolutionary Voice Enhancement in Real-Time Communications with GPU
Abstract:
We'll examine latency and performance challenges involved in deploying deep learning technologies that improve voice quality in real-time communications. We'll explain how deep learning changes traditional voice enhancement (e.g. noise cancellation), and cover our work using deep learning to eliminate the need for multiple microphones, which enforce a form factor such as a phone or headset. We'll show how moving those processes to software offers the flexibility to deploy the technology on headsets, mobile, laptops, and in the network. We will describe how we power and scale our DL-based algorithm on GPUs, which scale up to 100 times better than CPUs for server-side processing. We'll also discuss how we used CUDA and TensorRT to fit within the constraint of 12ms latency on an end-to-end real-time call.
 
Topics:
5G & Edge, AI Application, Deployment & Inference, Speech & Language Processing, Performance Optimization
Type:
Talk
Event:
GTC Silicon Valley
Year:
2019
Session ID:
S9222
Streaming:
Download:
Share: