title: 3D data denoising via Nonlocal Means filter by using parallel GPU strategies.
abstract: Nonlocal Means (NLM) algorithm is widely considered as a state-of-the-art denoising filter in many research fields. Its high computational complexity leads researchers to the development of parallel programming approaches and the use of massively parallel architectures such as the GPUs. In the recent years, the GPU devices had led to achieving reasonable running times by filtering, slice-by-slice, and 3D datasets with a 2D NLM algorithm. In our approach we design and implement a fully 3D NonLocal Means parallel approach, adopting different algorithm mapping strategies on GPU architecture and multi-GPU framework, in order to demonstrate its high applicability and scalability. The experimental results we obtained encourage the usability of our approach in a large spectrum of applicative scenarios such as magnetic resonance imaging (MRI) or video sequence denoising.
authors.affiliation: Department of Mathematics and Applications "R. Caccioppoli", University of Naples "Federico II", Via Cintia, 80126 Napoli, Italy.
authors.forename: Salvatore
authors.initials: S
authors.lastname: Cuomo
authors.affiliation: Department of Mathematics and Applications "R. Caccioppoli", University of Naples "Federico II", Via Cintia, 80126 Napoli, Italy.
authors.forename: Pasquale
authors.initials: P
authors.lastname: De Michele
authors.affiliation: Department of Mathematics and Applications "R. Caccioppoli", University of Naples "Federico II", Via Cintia, 80126 Napoli, Italy.
authors.forename: Francesco
authors.initials: F
authors.lastname: Piccialli
mesh_terms: D000465:Algorithms; D001921:Brain / Q000473:pathology*; D003196:Computer Graphics; D006801:Humans; D007089:Image Enhancement / Q000379:methods; D007090:Image Interpretation, Computer-Assisted / Q000379:methods; D007091:Image Processing, Computer-Assisted / Q000379:methods*; D021621:Imaging, Three-Dimensional / Q000379:methods*; D008279:Magnetic Resonance Imaging; D011381:Programming Languages; D012984:Software