Literature DB >> 28830200

Assessment of structural similarity in CT using filtered backprojection and iterative reconstruction: a phantom study with 3D printed lung vessels.

Raoul M S Joemai1, Jacob Geleijns1.   

Abstract

OBJECTIVE: To compare the performance of three generations of CT reconstruction techniques using structural similarity (SSIM) as a measure of image quality for CT scans of a chest phantom with 3D printed lung vessels.
METHODS: CT images of the chest phantom were acquired at seven dose levels by changing the tube current while other acquisition parameters were kept constant. Three CT reconstruction techniques were applied on each acquisition. The first technique was filtered backprojection (FBP), the second technique was FBP with iterative filtering (adaptive iteration dose reduction in 3 dimensions (AIDR 3D)) and the third technique was model-based iterative reconstruction (Forward projected model-based Iterative Reconstruction SoluTion (FIRST)). Image quality of the CT data was quantified in terms of SSIM. The SSIM index was used for image quality comparison between the dose levels and different reconstruction techniques. The SSIM index gives a value between 0 and 1, with 0 as the lowest image quality and 1 as an excellent image quality.
RESULTS: The lowest SSIM index was observed for FBP at all dose levels. The reconstruction technique with the highest SSIM depends on the dose level. For tube currents higher than 80 mA, AIDR 3D showed the highest SSIM index, and for tube currents lower or equal to 80 mA FIRST showed the highest SSIM index.
CONCLUSION: SSIM index is a robust quantity and is correlated to the image quality as perceived by the humans. Advanced CT reconstruction techniques provide better image quality in all conditions compared to FBP. Advances in knowledge: SSIM is a robust measure to compare CT image quality for advanced reconstruction techniques relative to a reference. The 3D print technology is an useful method for the development of dedicated phantoms for CT image quality evaluation.

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Year:  2017        PMID: 28830200      PMCID: PMC5963378          DOI: 10.1259/bjr.20160519

Source DB:  PubMed          Journal:  Br J Radiol        ISSN: 0007-1285            Impact factor:   3.039


  11 in total

1.  Image quality assessment: from error visibility to structural similarity.

Authors:  Zhou Wang; Alan Conrad Bovik; Hamid Rahim Sheikh; Eero P Simoncelli
Journal:  IEEE Trans Image Process       Date:  2004-04       Impact factor: 10.856

2.  A statistical evaluation of recent full reference image quality assessment algorithms.

Authors:  Hamid Rahim Sheikh; Muhammad Farooq Sabir; Alan Conrad Bovik
Journal:  IEEE Trans Image Process       Date:  2006-11       Impact factor: 10.856

3.  Structural similarity quality metrics in a coding context: exploring the space of realistic distortions.

Authors:  Alan C Brooks; Xiaonan Zhao; Thrasyvoulos N Pappas
Journal:  IEEE Trans Image Process       Date:  2008-08       Impact factor: 10.856

4.  Adaptive iterative dose reduction 3D versus filtered back projection in CT: evaluation of image quality.

Authors:  Raoul M S Joemai; Wouter J H Veldkamp; Lucia J M Kroft; Irene Hernandez-Giron; Jacob Geleijns
Journal:  AJR Am J Roentgenol       Date:  2013-12       Impact factor: 3.959

5.  Iterative reconstruction techniques for computed tomography Part 1: technical principles.

Authors:  Martin J Willemink; Pim A de Jong; Tim Leiner; Linda M de Heer; Rutger A J Nievelstein; Ricardo P J Budde; Arnold M R Schilham
Journal:  Eur Radiol       Date:  2013-01-12       Impact factor: 5.315

6.  Quantum noise properties of CT images with anatomical textured backgrounds across reconstruction algorithms: FBP and SAFIRE.

Authors:  Justin Solomon; Ehsan Samei
Journal:  Med Phys       Date:  2014-09       Impact factor: 4.071

7.  Statistical model based iterative reconstruction (MBIR) in clinical CT systems: experimental assessment of noise performance.

Authors:  Ke Li; Jie Tang; Guang-Hong Chen
Journal:  Med Phys       Date:  2014-04       Impact factor: 4.071

8.  Volumetric CT with sparse detector arrays (and application to Si-strip photon counters).

Authors:  A Sisniega; W Zbijewski; J W Stayman; J Xu; K Taguchi; E Fredenberg; Mats Lundqvist; J H Siewerdsen
Journal:  Phys Med Biol       Date:  2015-11-27       Impact factor: 3.609

9.  Statistical model based iterative reconstruction in clinical CT systems. Part III. Task-based kV/mAs optimization for radiation dose reduction.

Authors:  Ke Li; Daniel Gomez-Cardona; Jiang Hsieh; Meghan G Lubner; Perry J Pickhardt; Guang-Hong Chen
Journal:  Med Phys       Date:  2015-09       Impact factor: 4.071

Review 10.  Image quality in CT: From physical measurements to model observers.

Authors:  F R Verdun; D Racine; J G Ott; M J Tapiovaara; P Toroi; F O Bochud; W J H Veldkamp; A Schegerer; R W Bouwman; I Hernandez Giron; N W Marshall; S Edyvean
Journal:  Phys Med       Date:  2015-10-12       Impact factor: 2.685

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  9 in total

1.  Three-dimensional printing of patient-specific lung phantoms for CT imaging: Emulating lung tissue with accurate attenuation profiles and textures.

Authors:  Kai Mei; Michael Geagan; Leonid Roshkovan; Harold I Litt; Grace J Gang; Nadav Shapira; J Webster Stayman; Peter B Noël
Journal:  Med Phys       Date:  2021-12-23       Impact factor: 4.071

2.  Computational Modeling and Experimental Characterization of Extrusion Printing into Suspension Baths.

Authors:  Margaret E Prendergast; Jason A Burdick
Journal:  Adv Healthc Mater       Date:  2021-11-20       Impact factor: 9.933

3.  Role of 3D reconstruction in the evaluation of patients with lower segment oesophageal cancer.

Authors:  Hongfei Cai; Rui Wang; Yang Li; Xiaodong Yang; Youbin Cui
Journal:  J Thorac Dis       Date:  2018-07       Impact factor: 2.895

4.  LoDoPaB-CT, a benchmark dataset for low-dose computed tomography reconstruction.

Authors:  Johannes Leuschner; Maximilian Schmidt; Daniel Otero Baguer; Peter Maass
Journal:  Sci Data       Date:  2021-04-16       Impact factor: 6.444

5.  Automatic quantitative analysis of pulmonary vascular morphology in CT images.

Authors:  Zhiwei Zhai; Marius Staring; Irene Hernández Girón; Wouter J H Veldkamp; Lucia J Kroft; Maarten K Ninaber; Berend C Stoel
Journal:  Med Phys       Date:  2019-07-09       Impact factor: 4.071

6.  A Systematic Review on 3D-Printed Imaging and Dosimetry Phantoms in Radiation Therapy.

Authors:  Rance Tino; Adam Yeo; Martin Leary; Milan Brandt; Tomas Kron
Journal:  Technol Cancer Res Treat       Date:  2019-01-01

7.  Dose Reduction and Low-Contrast Detectability Using Iterative CBCT Reconstruction Algorithm for Radiotherapy.

Authors:  Hayate Washio; Shingo Ohira; Yoshinori Funama; Yoshihiro Ueda; Masahiro Morimoto; Naoyuki Kanayama; Masaru Isono; Shoki Inui; Yuya Nitta; Masayoshi Miyazaki; Teruki Teshima
Journal:  Technol Cancer Res Treat       Date:  2022 Jan-Dec

Review 8.  Recent advances on the development of phantoms using 3D printing for imaging with CT, MRI, PET, SPECT, and ultrasound.

Authors:  Valeria Filippou; Charalampos Tsoumpas
Journal:  Med Phys       Date:  2018-06-22       Impact factor: 4.071

9.  Development of a CT imaging phantom of anthromorphic lung using fused deposition modeling 3D printing.

Authors:  Dayeong Hong; Sangwook Lee; Guk Bae Kim; Sang Min Lee; Namkug Kim; Joon Beom Seo
Journal:  Medicine (Baltimore)       Date:  2020-01       Impact factor: 1.817

  9 in total

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