Gao, Mingjie and Si, Guangtao and Bai, Yuanyuan and Wang, Lihong V. and Liu, Chengbo and Meng, Jing (2020) Graphics processing unit accelerating compressed sensing photoacoustic computed tomography with total variation. Applied Optics, 59 (3). pp. 712-719. ISSN 1559-128X. doi:10.1364/ao.378466. https://resolver.caltech.edu/CaltechAUTHORS:20200319-100830006
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Abstract
Photoacoustic computed tomography with compressed sensing (CS-PACT) is a commonly used imaging strategy for sparse-sampling PACT. However, it is very time-consuming because of the iterative process involved in the image reconstruction. In this paper, we present a graphics processing unit (GPU)-based parallel computation framework for total-variation-based CS-PACT and adapted into a custom-made PACT system. Specifically, five compute-intensive operators are extracted from the iteration algorithm and are redesigned for parallel performance on a GPU. We achieved an image reconstruction speed 24–31 times faster than the CPU performance. We performed in vivo experiments on human hands to verify the feasibility of our developed method.
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Additional Information: | © 2020 Optical Society of America. Received 20 September 2019; revised 20 November 2019; accepted 10 December 2019; posted 10 December 2019 (Doc. ID 378466); published 15 January 2020. Funding: National Natural Science Foundation of China (61308116, 81427804, 81522024, 91739117); Shenzhen Science and Technology Innovation grant (JCYJ20160531175040976, JCYJ20170413153129570). The authors declare no conflicts of interest. | ||||||||||||||
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Issue or Number: | 3 | ||||||||||||||
DOI: | 10.1364/ao.378466 | ||||||||||||||
Record Number: | CaltechAUTHORS:20200319-100830006 | ||||||||||||||
Persistent URL: | https://resolver.caltech.edu/CaltechAUTHORS:20200319-100830006 | ||||||||||||||
Official Citation: | Mingjie Gao, Guangtao Si, Yuanyuan Bai, Lihong V. Wang, Chengbo Liu, and Jing Meng, "Graphics processing unit accelerating compressed sensing photoacoustic computed tomography with total variation," Appl. Opt. 59, 712-719 (2020) | ||||||||||||||
Usage Policy: | No commercial reproduction, distribution, display or performance rights in this work are provided. | ||||||||||||||
ID Code: | 101992 | ||||||||||||||
Collection: | CaltechAUTHORS | ||||||||||||||
Deposited By: | Tony Diaz | ||||||||||||||
Deposited On: | 19 Mar 2020 17:39 | ||||||||||||||
Last Modified: | 16 Nov 2021 18:07 |
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