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使用Jetson Orin Nano进行实时控制和图像处理的高性能、低成本光学相干断层扫描系统

High-Performance, Low-Cost Optical Coherence Tomography System Using a Jetson Orin Nano for Real-Time Control and Image Processing.

作者信息

Wang Wan, Miller David A, Price Hillel B, Yang Xiangyue, Brown William J, Wax Adam

机构信息

Duke Biomedical Engineering, Duke University, Durham, NC, USA.

Lumedica Vision, Durham, NC, USA.

出版信息

Transl Vis Sci Technol. 2025 Mar 3;14(3):24. doi: 10.1167/tvst.14.3.24.

Abstract

PURPOSE

Optical coherence tomography (OCT) has become an indispensable tool for the detection and analysis of diseased retinal tissue. Recent advances in reducing the size and cost of OCT systems have aimed at expanding their use for new applications and settings, such as serving as a screening tool at the point of care or in low-resource areas. Here, we report on the development of a compact, low-cost OCT system that offers significantly improved performance while also further reducing cost and system size.

METHODS

A high-performance OCT system was realized by leveraging graphics processing unit (GPU)-accelerated parallel processing in a system on module, the NVIDIA Jetson Orin Nano, integrated into a low-cost OCT system. Instrument performance for retinal imaging was benchmarked against current low-cost OCT systems.

RESULTS

A fivefold increase in processing speed was obtained for the Jetson-powered low-cost OCT without loss of image quality. The compact and low-cost nature of the system was preserved while its volume was reduced by 67% and computing cost was reduced by 22%.

CONCLUSIONS

The advance in imaging performance can significantly expand the accessibility and clinical utility of low-cost OCT systems.

TRANSLATIONAL RELEVANCE

Implementation of the system on module computer improved the computational performance without compromising the cost or size of low-cost OCT systems, which will accelerate the application of low-cost OCT to clinical use.

摘要

目的

光学相干断层扫描(OCT)已成为检测和分析视网膜病变组织不可或缺的工具。近期在降低OCT系统尺寸和成本方面取得的进展旨在扩大其在新应用和场景中的使用,例如作为即时护理点或资源匮乏地区的筛查工具。在此,我们报告一种紧凑型、低成本OCT系统的开发,该系统在显著提高性能的同时,还进一步降低了成本和系统尺寸。

方法

通过在集成到低成本OCT系统中的模块系统NVIDIA Jetson Orin Nano中利用图形处理单元(GPU)加速的并行处理,实现了一种高性能OCT系统。视网膜成像的仪器性能以当前低成本OCT系统为基准进行了评估。

结果

由Jetson驱动的低成本OCT在不损失图像质量的情况下,处理速度提高了五倍。该系统在保持紧凑和低成本特性的同时,体积减少了67%,计算成本降低了22%。

结论

成像性能的提升可显著扩大低成本OCT系统的可及性和临床实用性。

转化相关性

在模块计算机上实现该系统提高了计算性能,同时不影响低成本OCT系统的成本或尺寸,这将加速低成本OCT在临床应用中的推广。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9ce3/11951056/0472b3d98173/tvst-14-3-24-f001.jpg

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