Real-time compressed imaging of scattering volumes

Menashe O, Bronstein AM. 2015. Real-time compressed imaging of scattering volumes. 2014 IEEE International Conference on Image Processing (ICIP). IEEE International Conference on Image Processing, 7025264.

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Conference Paper | Published | English

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Author
Menashe, Ohad; Bronstein, Alex M.ISTA
Abstract
We propose a method and a prototype imaging system for real-time reconstruction of volumetric piecewise-smooth scattering media. The volume is illuminated by a sequence of structured binary patterns emitted from a fan beam projector, and the scattered light is collected by a two-dimensional sensor, thus creating an under-complete set of compressed measurements. We show a fixed-complexity and latency reconstruction algorithm capable of estimating the scattering coefficients in real-time. We also show a simple greedy algorithm for learning the optimal illumination patterns. Our results demonstrate faithful reconstruction from highly compressed measurements. Furthermore, a method for compressed registration of the measured volume to a known template is presented, showing excellent alignment with just a single projection. Though our prototype system operates in visible light, the presented methodology is suitable for fast x-ray scattering imaging, in particular in real-time vascular medical imaging.
Publishing Year
Date Published
2015-01-29
Proceedings Title
2014 IEEE International Conference on Image Processing (ICIP)
Publisher
IEEE
Article Number
7025264
Conference
IEEE International Conference on Image Processing
Conference Location
Paris, France
Conference Date
2014-10-27 – 2014-10-30
eISSN
IST-REx-ID

Cite this

Menashe O, Bronstein AM. Real-time compressed imaging of scattering volumes. In: 2014 IEEE International Conference on Image Processing (ICIP). IEEE; 2015. doi:10.1109/icip.2014.7025264
Menashe, O., & Bronstein, A. M. (2015). Real-time compressed imaging of scattering volumes. In 2014 IEEE International Conference on Image Processing (ICIP). Paris, France: IEEE. https://doi.org/10.1109/icip.2014.7025264
Menashe, Ohad, and Alex M. Bronstein. “Real-Time Compressed Imaging of Scattering Volumes.” In 2014 IEEE International Conference on Image Processing (ICIP). IEEE, 2015. https://doi.org/10.1109/icip.2014.7025264.
O. Menashe and A. M. Bronstein, “Real-time compressed imaging of scattering volumes,” in 2014 IEEE International Conference on Image Processing (ICIP), Paris, France, 2015.
Menashe O, Bronstein AM. 2015. Real-time compressed imaging of scattering volumes. 2014 IEEE International Conference on Image Processing (ICIP). IEEE International Conference on Image Processing, 7025264.
Menashe, Ohad, and Alex M. Bronstein. “Real-Time Compressed Imaging of Scattering Volumes.” 2014 IEEE International Conference on Image Processing (ICIP), 7025264, IEEE, 2015, doi:10.1109/icip.2014.7025264.

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