Probabilistic Evaluation of Three-Dimensional Reconstructions from X-Ray Images Spanning a Limited Angle
- An important part of computed tomography is the calculation of a three-dimensional reconstruction of an object from series of X-ray images. Unfortunately, some applications do not provide sufficient X-ray images. Then, the reconstructed objects no longer truly represent the original. Inside of the volumes, the accuracy seems to vary unpredictably. In this paper, we introduce a novel method to evaluate any reconstruction, voxel by voxel. The evaluation is based on a sophisticated probabilistic handling of the measured X-rays, as well as the inclusion of a priori knowledge about the materials that the object receiving the X-ray examination consists of. For each voxel, the proposed method outputs a numerical value that represents the probability of existence of a predefined material at the position of the voxel while doing X-ray. Such a probabilistic quality measure was lacking so far. In our experiment, false reconstructed areas get detected by their low probability. In exact reconstructed areas, a high probability predominates. Receiver Operating Characteristics not only confirm the reliability of our quality measure but also demonstrate that existing methods are less suitable for evaluating a reconstruction.
Author: | Anja Frost, Eike Renners, Michael Hötter, Jörn Ostermann |
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URN: | urn:nbn:de:bsz:960-opus4-4408 |
DOI: | https://doi.org/10.3390/s130100137 |
Parent Title (English): | Sensors |
Document Type: | Article |
Language: | English |
Release Date: | 2014/06/13 |
Tag: | Dempster-Shafer theory; X-ray; computed tomography; discrete tomography; limited angle |
Volume: | 13 |
Issue: | 1 |
First Page: | 137 |
Last Page: | 151 |
Link to catalogue: | 837470528 |
Institutes: | Fakultät I - Elektro- und Informationstechnik |
Sonstige Einrichtungen | |
DDC classes: | 620 Ingenieurwissenschaften und Maschinenbau |
Licence (German): | Creative Commons - Namensnennung 3.0 |