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SNR enhancement of highly-accelerated real-time cardiac MRI acquisitions based on non-local means algorithm
- Source :
- Medical Image Analysis, Medical Image Analysis, Elsevier, 2009, 13 (4), pp.598-608. ⟨10.1016/j.media.2009.05.006⟩, Medical Image Analysis, 2009, 13 (4), pp.598-608. ⟨10.1016/j.media.2009.05.006⟩, Medical Image Analysis, Vol. 13, No 4 (2009) pp. 598-608
- Publication Year :
- 2007
-
Abstract
- International audience; Real-time cardiac MRI appears as a promising technique to evaluate the mechanical function of the heart. However, ultra-fast MRI acquisitions come with an important signal-to-noise ratio (SNR) penalty, which drastically reduces the image quality. Hence, a real-time denoising approach would be desirable for SNR amelioration. In the clinical context of cardiac dysfunction assessment, long acquisitions are required and for most patients the acquisition takes place with free breathing. Hence, it is necessary to compensate respiratory motion in real-time. In this article, a real-time and interactive method for sequential registration and denoising of real-time MR cardiac images is presented. The method has been experimented on 60 fast MRI acquisitions in five healthy volunteers and five patients. These experiments assessed the feasibility of the method in a real-time context.
- Subjects :
- Image Enhancement/*methods
Magnetic Resonance Imaging, Cine/*methods
Image quality
Computer science
Image Interpretation, Computer-Assisted/*methods
Noise reduction
Myocardial Ischemia
Magnetic Resonance Imaging, Cine
Health Informatics
Context (language use)
02 engineering and technology
ddc:616.0757
Sensitivity and Specificity
030218 nuclear medicine & medical imaging
03 medical and health sciences
0302 clinical medicine
Computer Systems
Myocardium/*pathology
Image Interpretation, Computer-Assisted
0202 electrical engineering, electronic engineering, information engineering
Humans
Radiology, Nuclear Medicine and imaging
Computer vision
Fast mri
Cardiac imaging
Myocardial Ischemia/*diagnosis
Radiological and Ultrasound Technology
business.industry
Myocardium
Respiratory motion
Reproducibility of Results
Real-time MRI
Non-local means
Image Enhancement
Computer Graphics and Computer-Aided Design
[INFO.INFO-TI]Computer Science [cs]/Image Processing [eess.IV]
Algorithms
020201 artificial intelligence & image processing
Computer Vision and Pattern Recognition
Artificial intelligence
business
Subjects
Details
- ISSN :
- 13618423 and 13618415
- Volume :
- 13
- Issue :
- 4
- Database :
- OpenAIRE
- Journal :
- Medical image analysis
- Accession number :
- edsair.doi.dedup.....5b1fc2cca67273057a6cbaba9b9d0840
- Full Text :
- https://doi.org/10.1016/j.media.2009.05.006⟩