Blind multirigid retrospective motion correction of MR images

Magnetic Resonance in Medicine

Volumn 73, Issue 4, 2015, Pages 1457-1468

  Loktyushin, Alexander ^a   Nickisch, Hannes ^b   Pohmann, Rolf ^c   Schölkopf, Bernhard ^a  

^a MAX PLANCK INSTITUTE FOR INTELLIGENT SYSTEMS   (Germany)

^b PHILIPS RESEARCH LABORATORIES   (Germany)

^c MAX PLANCK INSTITUTE FOR BIOLOGICAL CYBERNETICS   (Germany)

Author keywords

autofocusing; gradient based optimization; graphic processing unit; nonrigid motion; retrospective motion correction

Indexed keywords

DETERIORATION; GRAPHICS PROCESSING UNIT; IMAGE QUALITY; MAGNETIC RESONANCE IMAGING; MOTION SENSORS;

AUTO-FOCUSING; GRADIENT-BASED OPTIMIZATION; GRAPHIC PROCESSING UNITS; MOTION CORRECTION; NON-RIGID MOTION;

IMAGE ENHANCEMENT;

ARTICLE; BODY MOVEMENT; FOURIER TRANSFORMATION; HUMAN; IMAGE QUALITY; MOTION CORRECTION; NUCLEAR MAGNETIC RESONANCE IMAGING; NUCLEAR MAGNETIC RESONANCE SCANNER; RADIOLOGICAL PARAMETERS; RETROSPECTIVE STUDY; ALGORITHM; ANATOMY AND HISTOLOGY; ARTIFACT; AUTOMATED PATTERN RECOGNITION; BIOLOGICAL MODEL; COMPUTER ASSISTED DIAGNOSIS; COMPUTER SIMULATION; HAND; IMAGE ENHANCEMENT; MOTION; PROCEDURES; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY;

ALGORITHMS; ARTIFACTS; COMPUTER SIMULATION; HAND; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MODELS, BIOLOGICAL; MOTION; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 84925683607     PISSN: 07403194     EISSN: 15222594     Source Type: Journal    
DOI: 10.1002/mrm.25266     Document Type: Article

References (25)

1. Plathow C, Ley S, Zaporozhan J, Schöbinger M, Gruenig E, Puderbach M, Eichinger M, Meinzer HP, Zuna I, Kauczor HU,. Assessment of reproducibility and stability of different breath-hold manoeuvres by dynamic MRI: comparison between healthy adults and patients with pulmonary hypertension. Eur Radiol 2006; 16: 173-179.
2. Soellinger M, Rutz AK, Kozerke S, Boesiger P,. 3d cine displacement-encoded MRI of pulsatile brain motion. Magn Reson Med 2009; 61: 153-162.
3. Maclaren J, Herbst M, Speck O, Zaitsev M,. Prospective motion correction in brain imaging: a review. Magn Reson Med 2012; 69: 621-636.
4. Manke D, Rösch P, Nehrke K, Börnert P, Dössel O,. Model evaluation and calibration for prospective respiratory motion correction in coronary MR angiography based on 3d image registration. IEEE Trans Med Imaging 2002; 21: 1132-1141.
5. Schäffter T, Rasche V, Carlsen IC,. Motion compensated projection reconstruction. Magn Reson Med 1999; 41: 954-963.
6. Batchelor P, Atkinson D, Irarrazaval P, Hill D, Hajnal J, Larkman D,. Matrix description of general motion correction applied to multishot images. Magn Reson Med 2005; 54: 1273-1280.
7. Odille F, Cîndea N, Mandry D, Pasquier C, Vuissoz PA, Felblinger J,. Generalized MRI reconstruction including elastic physiological motion and coil sensitivity encoding. Magn Reson Med 2008; 59: 1401-1411.
8. Schmidt J, Buehrer M, Boesiger P, Kozerke S,. Nonrigid retrospective respiratory motion correction in whole-heart coronary MRA. Magn Reson Med 2011; 66: 1541-1549.
9. Odille F, Uribe S, Batchelor PG, Prieto C, Schäffter T, Atkinson D,. Model-based reconstruction for cardiac cine MRI without ECG or breath holding. Magn Reson Med 2010; 63: 1247-1257.
10. Vuissoz PA, Odille F, Fernandez B, Lohezic M, Benhadid A, Mandry D, Felblinger J,. Free-breathing imaging of the heart using 2d cine-GRICS (generalized reconstruction by inversion of coupled systems) with assessment of ventricular volumes and function. J Magn Reson Imaging 2012; 35: 340-351.
11. Hansen M, Sørensen T, Arai A, Kellman P,. Retrospective reconstruction of high temporal resolution cine images from real-time MRI using iterative motion correction. Magn Reson Med 2012; 68: 741-750.
12. White MJ, Hawkes DJ, Melbourne A, Collins DJ, Coolens C, Hawkins M, Leach MO, Atkinson D,. Motion artifact correction in free-breathing abdominal MRI using overlapping partial samples to recover image deformations. Magn Reson Med 2009; 62: 440-449.
13. Odille F, Vuissoz P, Marie P, Felblinger J,. Generalized reconstruction by inversion of coupled systems (GRICS) applied to free-breathing MRI. Magn Reson Med 2008; 60: 146-157.
14. Menini A, Vuissoz PA, Felblinger J, Odille F,. Joint reconstruction of image and motion in MRI: implicit regularization using an adaptive 3D mesh. Med Image Comput Comput Assist Interv 2012; 15: 264-271.
15. Cheng JY, Alley MT, Cunningham CH, Vasanawala SS, Pauly JM, Lustig M,. Nonrigid motion correction in 3d using autofocusing with localized linear translations. Magn Reson Med 2012; 68: 1785-1997.
16. Usman M, Atkinson D, Odille F, Kolbitsch C, Vaillant G, Schaeffter T, Batchelor PG, Prieto C,. Motion corrected compressed sensing for free-breathing dynamic cardiac MRI. Magn Reson Med 2012; 70: 504-516.
17. Loktyushin A, Nickisch H, Pohmann R, Schölkopf B,. Blind retrospective motion correction of MR images. Magn Reson Med 2013; 70: 1608-1618.
18. Bracewell RN,. The Fourier transform and its applications. New York: McGraw Hill; 1999.
19. Hirsch M, Sra S, Schölkopf B, Harmeling S,. Efficient filter flow for space-variant multiframe blind deconvolution. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), San Francisco, California, USA, 2010. pp 607-614.
20. Wood M, Henkelman R,. MR image artifacts from periodic motion. Med Phys 1985; 12: 143 -151.
21. Morelli J, Runge V, Ai F, Attenberger U, Vu L, Schmeets S, Nitz W, Kirsch J,. An image-based approach to understanding the physics of MR artifacts. Radiographics 2011; 31: 849-866.
22. McGee K, Manduca A, Felmlee J, Riederer S, Ehman R,. Image metric-based correction (autocorrection) of motion effects: analysis of image metrics. J Magn Reson Imaging 2000; 11: 174-181.
23. Byrd RH, Lu P, Nocedal J, Zhu C,. A limited memory algorithm for bound constrained optimization. SIAM J Sci Stat Comput 1995; 16: 1190-1208.
24. Fergus R, Singh B, Hertzmann A, Roweis ST, Freeman WT,. Removing camera shake from a single photograph. ACM Trans Graphics 2006; 25: 787-794.
25. Cho S, Lee S,. Fast motion deblurring. ACM Trans Graphics 2009; 28: 145:1-145:8.