We are working on image processing and image synthesis. We have shown that deep networks can be used to quickly and accurately perform advanced image processing. We have developed deep network architectures that can synthesize photographic images, repeatedly advancing the realism of direct image synthesis. We have significantly advanced low-light imaging by applying deep networks directly to raw sensor data, in effect replacing much of the classic image processing pipeline; this technology has been widely adopted throughout the industry and is now in many smartphones. We are also introducing techniques for view synthesis with deep networks, allowing photorealistic exploration of complex large-scale scenes.
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