Literature DB >> 33282488

Hybrid mesh and voxel based Monte Carlo algorithm for accurate and efficient photon transport modeling in complex bio-tissues.

Shijie Yan1, Qianqian Fang2.   

Abstract

Over the past decade, an increasing body of evidence has suggested that three-dimensional (3-D) Monte Carlo (MC) light transport simulations are affected by the inherent limitations and errors of voxel-based domain boundaries. In this work, we specifically address this challenge using a hybrid MC algorithm, namely split-voxel MC or SVMC, that combines both mesh and voxel domain information to greatly improve MC simulation accuracy while remaining highly flexible and efficient in parallel hardware, such as graphics processing units (GPU). We achieve this by applying a marching-cubes algorithm to a pre-segmented domain to extract and encode sub-voxel information of curved surfaces, which is then used to inform ray-tracing computation within boundary voxels. This preservation of curved boundaries in a voxel data structure demonstrates significantly improved accuracy in several benchmarks, including a human brain atlas. The accuracy of the SVMC algorithm is comparable to that of mesh-based MC (MMC), but runs 2x-6x faster and requires only a lightweight preprocessing step. The proposed algorithm has been implemented in our open-source software and is freely available at http://mcx.space.
© 2020 Optical Society of America under the terms of the OSA Open Access Publishing Agreement.

Entities:  

Year:  2020        PMID: 33282488      PMCID: PMC7687934          DOI: 10.1364/BOE.409468

Source DB:  PubMed          Journal:  Biomed Opt Express        ISSN: 2156-7085            Impact factor:   3.732


  17 in total

1.  GPU-based Monte Carlo simulation for light propagation in complex heterogeneous tissues.

Authors:  Nunu Ren; Jimin Liang; Xiaochao Qu; Jianfeng Li; Bingjia Lu; Jie Tian
Journal:  Opt Express       Date:  2010-03-29       Impact factor: 3.894

2.  Light transport in tissue by 3D Monte Carlo: influence of boundary voxelization.

Authors:  T Binzoni; T S Leung; R Giust; D Rüfenacht; A H Gandjbakhche
Journal:  Comput Methods Programs Biomed       Date:  2007-11-28       Impact factor: 5.428

3.  Monte Carlo simulation of radiation transport in human skin with rigorous treatment of curved tissue boundaries.

Authors:  Boris Majaron; Matija Milanič; Jan Premru
Journal:  J Biomed Opt       Date:  2015-01       Impact factor: 3.170

4.  FullMonteCUDA: a fast, flexible, and accurate GPU-accelerated Monte Carlo simulator for light propagation in turbid media.

Authors:  Tanner Young-Schultz; Stephen Brown; Lothar Lilge; Vaughn Betz
Journal:  Biomed Opt Express       Date:  2019-08-21       Impact factor: 3.732

5.  MCML--Monte Carlo modeling of light transport in multi-layered tissues.

Authors:  L Wang; S L Jacques; L Zheng
Journal:  Comput Methods Programs Biomed       Date:  1995-07       Impact factor: 5.428

6.  Mesh-based Monte Carlo method using fast ray-tracing in Plücker coordinates.

Authors:  Qianqian Fang
Journal:  Biomed Opt Express       Date:  2010-07-15       Impact factor: 3.732

7.  Dual-grid mesh-based Monte Carlo algorithm for efficient photon transport simulations in complex three-dimensional media.

Authors:  Shijie Yan; Anh Phong Tran; Qianqian Fang
Journal:  J Biomed Opt       Date:  2019-02       Impact factor: 3.170

8.  Modeling voxel-based Monte Carlo light transport with curved and oblique boundary surfaces.

Authors:  Anh Phong Tran; Steven Jacques
Journal:  J Biomed Opt       Date:  2020-02       Impact factor: 3.170

9.  Graphics processing unit-accelerated mesh-based Monte Carlo photon transport simulations.

Authors:  Qianqian Fang; Shijie Yan
Journal:  J Biomed Opt       Date:  2019-11       Impact factor: 3.170

10.  Scalable and massively parallel Monte Carlo photon transport simulations for heterogeneous computing platforms.

Authors:  Leiming Yu; Fanny Nina-Paravecino; David Kaeli; Qianqian Fang
Journal:  J Biomed Opt       Date:  2018-01       Impact factor: 3.170

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  11 in total

1.  Light transport modeling in highly complex tissues using the implicit mesh-based Monte Carlo algorithm.

Authors:  Yaoshen Yuan; Shijie Yan; Qianqian Fang
Journal:  Biomed Opt Express       Date:  2020-12-08       Impact factor: 3.732

2.  Theoretical investigation of photon partial pathlengths in multilayered turbid media.

Authors:  Héctor A García; Demián A Vera; María V Waks Serra; Guido R Baez; Daniela I Iriarte; Juan A Pomarico
Journal:  Biomed Opt Express       Date:  2022-03-28       Impact factor: 3.562

3.  Framework for denoising Monte Carlo photon transport simulations using deep learning.

Authors:  Matin Raayai Ardakani; Leiming Yu; David Kaeli; Qianqian Fang
Journal:  J Biomed Opt       Date:  2022-05       Impact factor: 3.758

4.  Superpixel spectral unmixing framework for the volumetric assessment of tissue chromophores: A photoacoustic data-driven approach.

Authors:  Valeria Grasso; Regine Willumeit-Rӧmer; Jithin Jose
Journal:  Photoacoustics       Date:  2022-05-11

5.  Scanning interferometric near-infrared spectroscopy.

Authors:  Oybek Kholiqov; Wenjun Zhou; Tingwei Zhang; Mingjun Zhao; Soroush Ghandiparsi; Vivek J Srinivasan
Journal:  Opt Lett       Date:  2022-01-01       Impact factor: 3.560

6.  MCX Cloud-a modern, scalable, high-performance and in-browser Monte Carlo simulation platform with cloud computing.

Authors:  Qianqian Fang; Shijie Yan
Journal:  J Biomed Opt       Date:  2022-01       Impact factor: 3.170

7.  Verification method of Monte Carlo codes for transport processes with arbitrary accuracy.

Authors:  Fabrizio Martelli; Federico Tommasi; Angelo Sassaroli; Lorenzo Fini; Stefano Cavalieri
Journal:  Sci Rep       Date:  2021-09-30       Impact factor: 4.379

8.  Cuffless Blood Pressure Estimation Based on Monte Carlo Simulation Using Photoplethysmography Signals.

Authors:  Chowdhury Azimul Haque; Tae-Ho Kwon; Ki-Doo Kim
Journal:  Sensors (Basel)       Date:  2022-02-04       Impact factor: 3.576

9.  High-resolution three-dimensional blood flow tomography in the subdiffuse regime using laser speckle contrast imaging.

Authors:  Chakameh Z Jafari; Samuel A Mihelic; Shaun Engelmann; Andrew K Dunn
Journal:  J Biomed Opt       Date:  2022-03       Impact factor: 3.758

10.  Two-step verification method for Monte Carlo codes in biomedical optics applications.

Authors:  Angelo Sassaroli; Federico Tommasi; Stefano Cavalieri; Lorenzo Fini; André Liemert; Alwin Kienle; Tiziano Binzoni; Fabrizio Martelli
Journal:  J Biomed Opt       Date:  2022-04       Impact factor: 3.758

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