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Ultra-fast Lensless Computational Imaging through 5D Frequency Analysis of Time-resolved Light Transport
Authors:Di Wu  Gordon Wetzstein  Christopher Barsi  Thomas Willwacher  Qionghai Dai  Ramesh Raskar
Affiliation:1. MIT Media Lab, Cambridge, MA, USA
2. Department of Automation, Tsinghua University, Beijing, China
4. Graduate School at Shenzhen, Tsinghua University, Beijing, China
3. Department of Mathematics, Harvard University, Cambridge, MA, USA
Abstract:Light transport has been analyzed extensively, in both the primal domain and the frequency domain. Frequency analyses often provide intuition regarding effects introduced by light propagation and interaction with optical elements; such analyses encourage optimal designs of computational cameras that efficiently capture tailored visual information. However, previous analyses have relied on instantaneous propagation of light, so that the measurement of the time dynamics of light–scene interaction, and any resulting information transfer, is precluded. In this paper, we relax the common assumption that the speed of light is infinite. We analyze free space light propagation in the frequency domain considering spatial, temporal, and angular light variation. Using this analysis, we derive analytic expressions for information transfer between these dimensions and show how this transfer can be exploited for designing a new lensless imaging system. With our frequency analysis, we also derive performance bounds for the proposed computational camera architecture and provide a mathematical framework that will also be useful for future ultra-fast computational imaging systems.
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