Adaptive non-local means denoising of MR images with spatially varying noise levels.

José Manjón; Pierrick Coupé; Luis Martí-Bonmatí; D Louis Collins; Montserrat Robles

Adaptive non-local means denoising of MR images with spatially varying noise levels.: Spatially Adaptive Non-Local Denoising

José Manjón ¹ Pierrick Coupé ^{2, *} Luis Martí-Bonmatí ³ D Louis Collins ² Montserrat Robles ¹

* Corresponding author

1 ITACA

2 Montreal Neurological Institute and Hospital

3 Department of Radiology

Abstract : PURPOSE: To adapt the so-called nonlocal means filter to deal with magnetic resonance (MR) images with spatially varying noise levels (for both Gaussian and Rician distributed noise). MATERIALS AND METHODS: Most filtering techniques assume an equal noise distribution across the image. When this assumption is not met, the resulting filtering becomes suboptimal. This is the case of MR images with spatially varying noise levels, such as those obtained by parallel imaging (sensitivity-encoded), intensity inhomogeneity-corrected images, or surface coil-based acquisitions. We propose a new method where information regarding the local image noise level is used to adjust the amount of denoising strength of the filter. Such information is automatically obtained from the images using a new local noise estimation method. RESULTS: The proposed method was validated and compared with the standard nonlocal means filter on simulated and real MRI data showing an improved performance in all cases. CONCLUSION: The new noise-adaptive method was demonstrated to outperform the standard filter when spatially varying noise is present in the images.

keyword : Non-local means MRI Denoising parallel Non-local means.

Document type :

Journal articles

Domain :

Life Sciences [q-bio] / Bioengineering

Complete list of metadatas

Cited literature [23 references] Display Hide Download

https://www.hal.inserm.fr/inserm-00454564
Contributor : Pierrick Coupé <>
Submitted on : Monday, November 28, 2011 - 3:53:47 PM
Last modification on : Thursday, February 7, 2019 - 4:13:36 PM
Long-term archiving on : Wednesday, February 29, 2012 - 2:20:14 AM

JMRIFinalVersion.pdf

Files produced by the author(s)

Adaptive non-local means denoising of MR images with spatially varying noise levels.: Spatially Adaptive Non-Local Denoising

File

Identifiers

Collections

Citation

Export

Metrics

1920

3726

Contact

Adaptive non-local means denoising of MR images with spatially varying noise levels.: Spatially Adaptive Non-Local Denoising

File

Identifiers

Collections

Citation

Export

Share

Metrics

1920

3726

Contact