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We use it for depth estimation from two images with different focus settings, for depth estimation from two images with different aperture shapes as well as for depth estimation from a single coded aperture image.
To show the practical utility of the framework, we develop two new algorithms for depth estimation: depth from unstructured illumination change and depth estimation in dynamic scenes.
This methodology provides fast and practical solution for depth estimation in shallow waters, coupling temporal and spatial capabilities of remote sensing imagery with modeling flexibility of ANN.
A simple and fast technique for depth estimation based on phase measurement has been adopted for the implementation of a real-time stereo system with sub-pixel resolution on an FPGA device.
Examples include the use of phase plates and coded apertures for depth of field extension, the use of coded apertures for enhancing signal-to-noise ratio and resolution, aperture and focus control for depth estimation, aperture splitting for dynamic range extension and image replication, and the use of programmable apertures for viewpoint control and light field capture.
Figure 14 Triangulation for depth estimation.
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For the 36 freehand SPECT-guided injections, we used 15-, 25-, 35-mm needles, and the depth was determined on the basis of depth estimation.
The algorithm uses a first pass over the observations to construct a spatially varying estimate of data density, which is then used to predict achievable estimate sample spacing for robust depth estimation across the area of interest.
P. P. Srinivasan, R. Garg, N. Wadhwa, R. Ng, and J. T. Barron, "Aperture Supervision for Monocular Depth Estimation," in The IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
It effectively utilize prior facial information and incorporate the visibility term to classify static and dynamic pixels for robust depth estimation.
Only areas in the shadow allow the projector to be visible by the camera for valid depth estimation.
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Justyna Jupowicz-Kozak
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