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GTC ON-DEMAND

Artificial Intelligence and Deep Learning
Presentation
Media
Image Restoration with Neural Networks
Abstract:
We'll show how image restoration tasks, such as image denoising and demosaicking, super-resolution, and JPEG deblocking can beat the state-of-the-art methods, when performed with neural networks. In particular, we'll show that even a shallow network can produce good results when it is trained to evaluate images in the same way in which humans do, that is, when perceptual loss functions are used in training. We will also discuss strength and limitations of different perceptual loss functions.
 
Topics:
Artificial Intelligence and Deep Learning, Video & Image Processing
Type:
Talk
Event:
GTC Silicon Valley
Year:
2017
Session ID:
S7447
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