Depth From Defocus as a Special Case of the Transport of Intensity Equation

Emma Alexander, Leyla A. Kabuli, Oliver S. Cossairt, and Laura Waller

Abstract: The Transport of Intensity Equation (TIE) in microscopy and the Depth from Differential Defocus (DfDD) method in photography both describe the effect of a small change in defocus on image intensity. They are based on different assumptions and may appear to contradict each other. Using the Wigner Distribution Function, we show that DfDD can be interpreted as a special case of TIE, well-suited to applications where the generalized phase measurements recovered by TIE are connected to depth rather than phase, such as photography and fluorescence microscopy. The level of spatial coherence is identified as the driving factor in the trade-off between the usefulness of each technique. Specifically, the generalized phase corresponds to the sample's phase under high coherence illumination and reveals scene depth in low coherence settings. When coherence varies spatially, as in multi-modal phase and fluorescence microscopy, we show that complementary information is available in different regions of the image.


A 12 minute summary of the paper was presented as a talk at ICCP 2021. An extended presentation was given as part of the Grundfest Memorial Lecture Series and updated as part of the Purdue Computational Imaging Seminar.


Alexander, E., Kabuli L.A., Cossairt O.S., & Waller L.: Depth From Defocus as a Special Case of the Transport of Intensity Equation. In: International Conference on Computational Photography (ICCP). IEEE (2021).