ACM Transactions on Graphics · 2013 · 227 citations · 22 references
EngineeringElectrical EngineeringComputer VisionOpticsPhotonicsDigital Image ProcessingImage RestorationImagingOptical ImagingScene ReconstructionAmplitude ModulationCamerasDeconvolutionMultipathMultipath InterferenceReal-time Range EstimationSparse ReconstructionTime-of-flight Image Sensors
Time of flight cameras produce real-time range maps at a relatively low cost using continuous wave amplitude modulation and demodulation. However, they are geared to measure range (or phase) for a single reflected bounce of light and suffer from systematic errors due to multipath interference. We re-purpose the conventional time of flight device for a new goal: to recover per-pixel sparse time profiles expressed as a sequence of impulses. With this modification, we show that we can not only address multipath interference but also enable new applications such as recovering depth of near-transparent surfaces, looking through diffusers and creating time-profile movies of sweeping light. Our key idea is to formulate the forward amplitude modulated light propagation as a convolution with custom codes, record samples by introducing a simple sequence of electronic time delays, and perform sparse deconvolution to recover sequences of Diracs that correspond to multipath returns. Applications to computer vision include ranging of near-transparent objects and subsurface imaging through diffusers. Our low cost prototype may lead to new insights regarding forward and inverse problems in light transport.
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Robust Modeling With Erratic Data
Jon F. Claerbout, Francis Muir · Geophysics · 1973 · 822 citations
Computing, Data Science, Algorithms +11
A practical model for subsurface light transport
Henrik Wann Jensen, Stephen R. Marschner, Marc Levoy et al. · 2001 · 822 citations