Presentation

Dirty Pixels: Towards End-to-end Image Processing and Perception
SessionTechnical Papers
Authors
Steven Diamond
Vincent Sitzmann
Frank Julca-Aguilar
Stephen Boyd
Gordon Wetzstein
Felix Heide
Event Type
Technical Paper
Interest Areas
Research & Education
Registration Levels
Ultimate Supporter
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Exhibitor Ultimate
Time
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DescriptionWe propose an end-to-end differentiable architecture that jointly performs demosaicking, denoising, deblurring, tone-mapping, and classification. We demonstrate that our model substantially improves image reconstruction and classification in low light conditions.
Authors
Steven Diamond
Stanford University
Vincent Sitzmann
Stanford University
Massachusetts Institute of Technology (MIT)
Frank Julca-Aguilar
Algolux
Stephen Boyd
Stanford University
Gordon Wetzstein
Stanford University
Felix Heide
Princeton University