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A review of emergent intelligent systems for the detection of Parkinson's disease. 帕金森病检测的紧急智能系统综述。
IF 3.2 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-09-20 eCollection Date: 2023-11-01 DOI: 10.1007/s13534-023-00319-2
Samiappan Dhanalakshmi, Ramesh Sai Maanasaa, Ramesh Sai Maalikaa, Ramalingam Senthil

Parkinson's disease (PD) is a neurodegenerative disorder affecting people worldwide. The PD symptoms are divided into motor and non-motor symptoms. Detection of PD is very crucial and essential. Such challenges can be overcome by applying artificial intelligence to diagnose PD. Many studies have also proposed the implementation of computer-aided diagnosis for the detection of PD. This systematic review comprehensively analyzed all appropriate algorithms for detecting and assessing PD based on the literature from 2012 to 2023 which are conducted as per PRISMA model. This review focused on motor symptoms, namely handwriting dynamics, voice impairments and gait, multimodal features, and brain observation using single photon emission computed tomography, magnetic resonance and electroencephalogram signals. The significant challenges are critically analyzed, and appropriate recommendations are provided. The critical discussion of this review article can be helpful in today's PD community in such a way that it allows clinicians to provide proper treatment and timely medication.

帕金森病(PD)是一种影响全世界的神经退行性疾病。帕金森病症状分为运动症状和非运动症状。PD的检测是至关重要的。将人工智能应用于PD诊断可以克服这些挑战。许多研究也提出了应用计算机辅助诊断来检测PD。本系统综述基于2012年至2023年根据PRISMA模型进行的文献,全面分析了检测和评估PD的所有适当算法。这篇综述的重点是运动症状,即笔迹动力学、语音障碍和步态、多模式特征,以及使用单光子发射计算机断层扫描、磁共振和脑电图信号进行的大脑观察。对重大挑战进行了批判性分析,并提出了适当的建议。这篇综述文章的批判性讨论可以帮助当今的帕金森病社区,使临床医生能够提供适当的治疗和及时的药物治疗。
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引用次数: 0
Advancement of a RGBW-LED pen for diaphanoscopic illumination with adjustable color and intensity with tests on ex-vivo porcine eyes in terms of retinal risk and correlated color temperature 一种可调颜色和强度的RGBW-LED透光笔的研制,并在离体猪眼上进行视网膜风险和相关色温的测试
4区 医学 Q1 Engineering Pub Date : 2023-09-15 DOI: 10.1007/s13534-023-00317-4
Nicole Fehler, David Schneider, Martin Hessling
Abstract Diaphanoscopic illumination has the disadvantage that the intraocular spectrum is red-shifted due to transmission properties of the eyewall. This red-shift should be counteracted as well as the retinal risk should be reduced with adjusting the spectral distribution of the illumination light. Likewise, the illumination spectrum has to be adapted to the eye color of the patient. With the further development of a red, green, blue and white light-emitting diode (RGBW-LED) diaphanoscopy pen, the intensities of each color can be varied. The functionality of the LED pen is tested on ex-vivo porcine eyes. By measuring the transmission of the sclera and choroidea, the photochemical and thermal retinal hazard and the maximum exposure time are determined according to the standard DIN EN ISO 15004-2:2007. With this RGBW-LED pen the intraocular space can be illuminated clearly of up to 1.5 h without potential retinal damage according to DIN EN ISO 15004:2-2007. By adjusting the illumination spectrum the red-shift can be compensated and retinal risk can be reduced. By varying the LED intensities, the correlated color temperature in the eye can also be varied from cold white to warm white appearance as comfortable to the ophthalmologist. Additionally, a simple adjustment of the illumination to the eye color of the patient is possible. Using this RGBW-LED pen, the ophthalmologist can set the desired intraocular color appearance, which he prefers for special applications. He could also adjust the illumination to the eye color as this would reduce retinal hazard.
摘要:透光镜照明的缺点是由于眼壁的透射特性导致眼内光谱发生红移。这种红移应该被抵消,以及视网膜的风险应该减少调整光谱分布的照明光。同样,照明光谱也必须适应病人眼睛的颜色。随着红、绿、蓝、白四色发光二极管(RGBW-LED)透光笔的进一步发展,每种颜色的强度都可以变化。LED笔的功能在离体猪眼睛上进行了测试。通过测量巩膜和脉络膜的透射率,根据DIN EN ISO 15004-2:2007标准确定视网膜的光化学和热危害及最大暴露时间。根据DIN EN ISO 15004:2-2007,使用RGBW-LED笔可以在1.5小时内清晰地照亮眼内空间,而不会对视网膜造成潜在损害。通过调节照明光谱可以补偿红移,降低视网膜风险。通过改变LED的强度,眼睛的相关色温也可以从冷白到暖白,这对眼科医生来说是舒适的。此外,对患者眼睛颜色的照明进行简单的调整也是可能的。使用这种RGBW-LED笔,眼科医生可以设置所需的眼内颜色外观,这是他喜欢的特殊应用。他还可以根据眼睛的颜色调整照明,这样可以减少视网膜的危害。
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引用次数: 0
Sneaky emotions: impact of data partitions in affective computing experiments with brain-computer interfacing 鬼鬼祟祟的情绪:脑机接口情感计算实验中数据分区的影响
4区 医学 Q1 Engineering Pub Date : 2023-09-11 DOI: 10.1007/s13534-023-00316-5
Yoelvis Moreno-Alcayde, V. Javier Traver, Luis A. Leiva
Abstract Brain-Computer Interfacing (BCI) has shown promise in Machine Learning (ML) for emotion recognition. Unfortunately, how data are partitioned in training/test splits is often overlooked, which makes it difficult to attribute research findings to actual modeling improvements or to partitioning issues. We introduce the “data transfer rate” construct (i.e., how much data of the test samples are seen during training) and use it to examine data partitioning effects under several conditions. As a use case, we consider emotion recognition in videos using electroencephalogram (EEG) signals. Three data splits are considered, each representing a relevant BCI task: subject-independent (affective decoding), video-independent (affective annotation), and time-based (feature extraction). Model performance may change significantly (ranging e.g. from 50% to 90%) depending on how data is partitioned, in classification accuracy. This was evidenced in all experimental conditions tested. Our results show that (1) for affective decoding, it is hard to achieve performance above the baseline case (random classification) unless some data of the test subjects are considered in the training partition; (2) for affective annotation, having data from the same subject in training and test partitions, even though they correspond to different videos, also increases performance; and (3) later signal segments are generally more discriminative, but it is the number of segments (data points) what matters the most. Our findings not only have implications in how brain data are managed, but also in how experimental conditions and results are reported.
脑机接口(BCI)在机器学习(ML)的情感识别中显示出前景。不幸的是,如何在训练/测试分割中划分数据经常被忽视,这使得很难将研究结果归因于实际的建模改进或划分问题。我们引入了“数据传输速率”结构(即,在训练期间看到的测试样本的数据量),并使用它来检查几种条件下的数据分区效果。作为一个用例,我们考虑使用脑电图(EEG)信号来识别视频中的情绪。我们考虑了三种数据分割,每一种都代表一个相关的BCI任务:独立于主题(情感解码)、独立于视频(情感注释)和基于时间(特征提取)。模型性能可能会发生显著变化(例如从50%到90%不等),这取决于数据的划分方式和分类精度。这在所有测试的实验条件下都得到了证明。我们的研究结果表明:(1)对于情感解码,除非在训练分区中考虑一些测试对象的数据,否则很难达到高于基线情况(随机分类)的性能;(2)对于情感注释,在训练和测试分区中使用来自同一主题的数据,即使它们对应不同的视频,也可以提高性能;(3)后期的信号段通常更具判别性,但最重要的是段(数据点)的数量。我们的发现不仅对如何管理大脑数据有影响,而且对如何报告实验条件和结果也有影响。
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引用次数: 0
Ultrasound neuromodulation of cultured hippocampal neurons. 体外培养海马神经元的超声神经调控
IF 3.2 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-09-02 eCollection Date: 2024-01-01 DOI: 10.1007/s13534-023-00314-7
Seoyoung Hwang, Sang Beom Jun

Ultrasound is becoming an emerging and promising method for neuromodulation due to its advantage of noninvasiveness and its high spatial resolution. However, the underlying principles of ultrasound neuromodulation have not yet been elucidated. We have herein developed a new in vitro setup to study the ultrasonic neuromodulation, and examined various parameters of ultrasound to verify the effective conditions to evoke the neural activity. Neurons were stimulated with 0.5 MHz center frequency ultrasound, and the action potentials were recorded from rat hippocampal neural cells cultured on microelectrode arrays. As the intensity of ultrasound increased, the neuronal activity also increased. There was a notable and significant increase in both the spike rate and the number of bursts at 50% duty cycle, 1 kHz pulse repetition frequency, and the acoustic intensities of 7.6 W/cm2 and 3.8 W/cm2 in terms of spatial-peak pulse-average intensity and spatial-peak temporal-average intensity, respectively. In addition, the impact of ultrasonic neuromodulation was assessed in the presence of a gamma-aminobutyric acid A (GABAA) receptor antagonist to exclude the effect of activated inhibitory neurons. Interestingly, it is noteworthy that the predominant neuromodulatory effects of ultrasound disappeared when the GABAA blocker was introduced, suggesting the potential of ultrasonic stimulation specifically targeting inhibitory neurons. The experimental setup proposed herein could serve as a useful tool for the clarification of the mechanisms underlying the electrophysiological effects of ultrasound.

超声波具有无创和空间分辨率高的优势,正在成为一种新兴的、前景广阔的神经调控方法。然而,超声神经调控的基本原理尚未阐明。在此,我们开发了一种新的体外装置来研究超声神经调控,并研究了超声的各种参数,以验证唤起神经活动的有效条件。用 0.5 兆赫中心频率的超声波刺激神经元,并记录微电极阵列上培养的大鼠海马神经细胞的动作电位。随着超声波强度的增加,神经元的活动也随之增加。在占空比为 50%、脉冲重复频率为 1 kHz、声强为 7.6 W/cm2 和 3.8 W/cm2 的条件下,尖峰率和爆发次数在空间峰值脉冲平均强度和空间峰值时间平均强度方面都有显著增加。此外,还在γ-氨基丁酸A(GABAA)受体拮抗剂存在的情况下评估了超声神经调节的影响,以排除激活抑制性神经元的影响。有趣的是,值得注意的是,当引入 GABAA 阻断剂时,超声波的主要神经调节效应消失了,这表明超声波刺激有可能专门针对抑制性神经元。本文提出的实验装置可作为阐明超声电生理效应机制的有用工具。
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引用次数: 0
A review of robotic-assisted total hip arthroplasty. 机器人辅助全髋关节置换术综述
IF 3.2 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-08-30 eCollection Date: 2023-11-01 DOI: 10.1007/s13534-023-00312-9
Kwangkyoun Kim, Seungcheol Kwon, Junhyuk Kwon, Jihyo Hwang

Total hip arthroplasty (THA) is a successful surgical method for hip replacement but still poses challenges and risks. Robotic-assisted THA (rTHA) using new generation robotic systems has emerged to improve surgical precision and outcomes. The purpose of this paper is to review the literature on rTHA, with a focus on its advantages, such as individualized preoperative planning, intraoperative assistance, and improved accuracy in implantation, especially in complex cases. Additionally, it aims to explore the disadvantages associated with the use of rTHA, including high costs, the learning curve, and prolonged operation time compared to manual THA (mTHA), which are critical drawbacks that require careful consideration and efforts for minimization. Some financial analyses suggest that rTHA may offer cost-effectiveness and reduced postoperative costs compared to mTHA. While technological advancements are expected to reduce technical complications, there are still debates surrounding long-term outcomes. Practical limitations, such as limited availability and accessibility, also warrant attention. Although the development of rTHA shows promise, it is still in its early stages, necessitating critical evaluation and further research to ensure optimal patient benefits.

全髋关节置换术(THA)是一种成功的髋关节置换术,但仍存在挑战和风险。使用新一代机器人系统的机器人辅助THA(rTHA)已经出现,以提高手术精度和结果。本文的目的是回顾rTHA的文献,重点介绍其优点,如个性化的术前计划、术中辅助和提高植入准确性,尤其是在复杂病例中。此外,它旨在探索与使用rTHA相关的缺点,包括与手动THA(mTHA)相比的高成本、学习曲线和延长的操作时间,这是需要仔细考虑和努力最小化的关键缺点。一些财务分析表明,与mTHA相比,rTHA可能具有成本效益并降低术后成本。虽然技术进步有望减少技术复杂性,但围绕长期结果仍存在争议。实际的局限性,如可用性和可访问性有限,也值得注意。尽管rTHA的开发显示出了前景,但它仍处于早期阶段,需要进行关键的评估和进一步的研究,以确保最佳的患者效益。
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引用次数: 0
Pupillometry as a window to detect cognitive aging in the brain. 瞳孔测量是检测大脑认知老化的窗口
IF 3.2 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-08-30 eCollection Date: 2024-01-01 DOI: 10.1007/s13534-023-00315-6
Jiae Kim, Jiyeon Lee, Sang Beom Jun, Jee Eun Sung

This study investigated whether there are aging-related differences in pupil dilation (pupillometry) while the cognitive load is manipulated using digit- and word-span tasks. A group of 17 younger and 15 cognitively healthy older adults performed digit- and word-span tasks. Each task comprised three levels of cognitive loads with 10 trials for each level. For each task, the recall accuracy and the slope of pupil dilation were calculated and analyzed. The raw signal of measured pupil size was low-pass filtered and interpolated to eliminate blinking artifacts and spike noises. Two-way ANOVA was used for statistical analyses. For the recall accuracy, the significant group differences emerged as the span increases in digit-span (5- vs. 7-digit) and word-span (4- vs. 5-word) tasks, while the group differences were not significant on 3-digit- and 3-word-span tasks with lower cognitive load. In digit-span tasks, there was no aging-related difference in the slope of pupil dilation. However, in word-span tasks, the slope of pupil dilation differed significantly between two groups as cognitive load increased, indicating that older adults presented a higher pupil dilation slope than younger adults especially under the conditions with higher cognitive load. The current study found significant aging effects in the pupil dilations under the more cognitive demanding span tasks when the types of span tasks varied (e.g., digit vs. word). The manipulations successfully elicited differential aging effects, given that the aging effects became most salient under word-span tasks with greater cognitive load especially under the maximum length.

Supplementary information: The online version contains supplementary material available at 10.1007/s13534-023-00315-6.

本研究调查了在使用数字和单词跨度任务操纵认知负荷时,瞳孔放大(瞳孔测量)是否存在与年龄相关的差异。一组 17 名年轻人和 15 名认知健康的老年人分别完成了数字和单词跨度任务。每个任务包括三个认知负荷水平,每个水平有 10 次试验。对每项任务的回忆准确率和瞳孔放大斜率进行了计算和分析。测量瞳孔大小的原始信号经过低通滤波和内插处理,以消除眨眼伪影和尖峰噪声。统计分析采用双向方差分析。在回忆准确率方面,随着跨度的增加,在数字跨度(5 位数字与 7 位数字)和单词跨度(4 个单词与 5 个单词)任务中出现了显著的组间差异,而在认知负荷较低的 3 位数字和 3 个单词跨度任务中,组间差异不显著。在数字跨度任务中,瞳孔放大的斜率没有与年龄相关的差异。然而,在单词跨度任务中,随着认知负荷的增加,瞳孔放大斜率在两组之间存在显著差异,这表明老年人的瞳孔放大斜率高于年轻人,尤其是在认知负荷较高的条件下。本研究发现,在认知要求较高的跨度任务中,当跨度任务的类型不同(如数字与单词)时,瞳孔放大会产生明显的老化效应。在认知负荷较大的单词跨度任务中,尤其是在最大长度任务中,老化效应最为突出,因此这些操作成功地引起了不同的老化效应:在线版本包含补充材料,可查阅 10.1007/s13534-023-00315-6。
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引用次数: 0
Undersampling and cumulative class re-decision methods to improve detection of agitation in people with dementia 欠采样和累积类再决策方法提高痴呆患者躁动的检测
4区 医学 Q1 Engineering Pub Date : 2023-08-28 DOI: 10.1007/s13534-023-00313-8
Zhidong Meng, Andrea Iaboni, Bing Ye, Kristine Newman, Alex Mihailidis, Zhihong Deng, Shehroz S. Khan
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引用次数: 0
Learning curve for robot-assisted knee arthroplasty; optimizing the learning curve to improve efficiency. 机器人辅助膝关节置换术的学习曲线;优化学习曲线以提高效率
IF 3.2 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-08-21 eCollection Date: 2023-11-01 DOI: 10.1007/s13534-023-00311-w
Sang Jun Song, Cheol Hee Park

The introduction of robot-assisted (RA) systems in knee arthroplasty has challenged surgeons to adopt the new technology in their customized surgical techniques, learn system controls, and adjust to automated processes. Despite the potential advantages of RA knee arthroplasty, some surgeons remain hesitant to adopt this novel technology owing to concerns regarding the cumbersome adaptation process. This narrative review addresses the learning-curve issues in RA knee arthroplasty based on the existing literature. Learning curves exist in terms of the operative time and stress level of the surgical team but not in the final implant positions. The factors that reduce the learning curve are previous experience with computer-assisted surgery (including robot or navigation systems), specialization in knee surgery, high volume of knee arthroplasty, optimization of the RA workflow, sequential implementation of RA surgery, and consistency of the surgical team. Worse clinical outcomes may occur in the early postoperative period, but not in the later period, in RA knee arthroplasty performed during the learning phase. No significant differences were observed in implant survival or complication rates between the RA knee arthroplasties performed during the learning and proficiency phases.

机器人辅助(RA)系统在膝关节置换术中的引入向外科医生提出了挑战,要求他们在定制手术技术中采用新技术,学习系统控制,并适应自动化过程。尽管RA膝关节置换术具有潜在的优势,但由于担心适应过程繁琐,一些外科医生仍对采用这项新技术犹豫不决。这篇叙述性综述在现有文献的基础上解决了RA膝关节置换术中的学习曲线问题。学习曲线存在于手术时间和手术团队的压力水平方面,但不存在于最终植入位置。降低学习曲线的因素包括以前的计算机辅助手术经验(包括机器人或导航系统)、膝关节手术专业化、大量膝关节置换术、RA工作流程的优化、RA手术的顺序实施以及手术团队的一致性。在学习阶段进行的RA膝关节置换术中,术后早期可能会出现更糟糕的临床结果,但后期不会。在学习阶段和熟练阶段进行的RA膝关节置换术在植入物存活率或并发症发生率方面没有观察到显著差异。
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引用次数: 0
Characterization of perception by transcutaneous electrical Stimulation in terms of tingling intensity and temporal dynamics. 在刺痛强度和时间动力学方面,经皮电刺激感知的表征
IF 3.2 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-08-19 eCollection Date: 2024-01-01 DOI: 10.1007/s13534-023-00308-5
Stefan Manoharan, Hangue Park

Electrotactile feedback is a cost-effective and versatile method to provide new information or to augment intrinsic tactile feedback. As tactile feedback provides critical information for human-environment interaction, electrotactile feedback, accordingly, has many purposes to improve the quality of human-environment interaction in both direct and remote settings. However, electrotactile feedback overlays tingling sensation on top of the natural tactile feedback. To better characterize electrotactile feedback and understand the origin of the tingling sensation, a need arises to characterize the human perception of electrotactile feedback qualitatively and quantitatively, while varying the key stimulation parameters, namely amplitude and frequency. This study consists of two experiments. In the first experiment, the voltage for each subject was characterized by setting perception and discomfort thresholds. In the second experiment, subjects received electrical stimulation in 9 different combinations of voltages and frequencies. On delivering stimulation with each parameter combination, subjects reported their perception in two comparative scales-pressure vs. tingling and constant vs. pulsing. Subjects also reported the location of perception for stimulation with every parameter combination. More tingling and less pressure was reported as frequency increased, while the tingling-pressure percept was not affected by the amplitude change. Additionally, less pulsing and more constant was reported as frequency increased, while the pulsing-constant percept was not affected by the amplitude change. Concurrently, the normalized level of voltage thresholds was decreased as frequency increased. Dependency of tingling-pressure percept on stimulation frequency suggests that incongruency between the stimulation frequency and the natural firing rate of the sensory neuron would be an important factor of the tingling sensation. This study is a steppingstone to further demystify the origin of the tingling percept caused by electrical stimulation, thus broadening the use of transcutaneous electrical stimulation as a way of providing tactile cue or augmentation.

电触觉反馈是提供新信息或增强固有触觉反馈的一种具有成本效益的多功能方法。由于触觉反馈为人与环境的互动提供了关键信息,因此电触觉反馈在提高直接和远程环境中人与环境的互动质量方面有很多用途。然而,电触觉反馈会在自然触觉反馈的基础上叠加刺痛感。为了更好地描述电触觉反馈并了解刺痛感的来源,需要在改变关键刺激参数(即振幅和频率)的同时,定性和定量地描述人类对电触觉反馈的感知。本研究包括两个实验。在第一个实验中,通过设定感知和不适阈值来确定每个受试者的电压特征。在第二个实验中,受试者接受了 9 种不同电压和频率组合的电刺激。在使用每种参数组合进行刺激时,受试者用两个比较尺度来报告他们的感觉--压力与刺痛、持续与脉冲。受试者还报告了每种参数组合的刺激感知位置。随着频率的增加,刺痛感增加,压力感减少,而刺痛感和压力感不受振幅变化的影响。此外,随着频率的增加,脉动感减少,恒定感增加,而脉动-恒定感不受振幅变化的影响。同时,电压阈值的正常化水平随着频率的增加而降低。刺痛-压力感觉对刺激频率的依赖性表明,刺激频率与感觉神经元自然发射率之间的不协调是产生刺痛感觉的一个重要因素。这项研究为进一步揭示电刺激引起的刺痛感的起源奠定了基础,从而拓宽了经皮电刺激作为提供触觉提示或增强的一种方法的应用范围。
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引用次数: 0
Spatial and channel attention-based conditional Wasserstein GAN for direct and rapid image reconstruction in ultrasound computed tomography. 基于空间和通道注意力的条件Wasserstein GAN用于超声计算机断层扫描中的直接快速图像重建
IF 3.2 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-08-17 eCollection Date: 2024-01-01 DOI: 10.1007/s13534-023-00310-x
Xiaoyun Long, Chao Tian

Ultrasound computed tomography (USCT) is an emerging technology that offers a noninvasive and radiation-free imaging approach with high sensitivity, making it promising for the early detection and diagnosis of breast cancer. The speed-of-sound (SOS) parameter plays a crucial role in distinguishing between benign masses and breast cancer. However, traditional SOS reconstruction methods face challenges in achieving a balance between resolution and computational efficiency, which hinders their clinical applications due to high computational complexity and long reconstruction times. In this paper, we propose a novel and efficient approach for direct SOS image reconstruction based on an improved conditional generative adversarial network. The generator directly reconstructs SOS images from time-of-flight information, eliminating the need for intermediate steps. Residual spatial-channel attention blocks are integrated into the generator to adaptively determine the relevance of arrival time from the transducer pair corresponding to each pixel in the SOS image. An ablation study verified the effectiveness of this module. Qualitative and quantitative evaluation results on breast phantom datasets demonstrate that this method is capable of rapidly reconstructing high-quality SOS images, achieving better generation results and image quality. Therefore, we believe that the proposed algorithm represents a new direction in the research area of USCT SOS reconstruction.

超声波计算机断层扫描(USCT)是一项新兴技术,它提供了一种无创、无辐射、高灵敏度的成像方法,使其在乳腺癌的早期检测和诊断中大有可为。声速(SOS)参数在区分良性肿块和乳腺癌方面起着至关重要的作用。然而,传统的 SOS 重建方法在实现分辨率和计算效率之间的平衡方面面临挑战,计算复杂度高、重建时间长,阻碍了其临床应用。在本文中,我们提出了一种基于改进型条件生成对抗网络的新型高效直接 SOS 图像重建方法。生成器直接根据飞行时间信息重建 SOS 图像,省去了中间步骤。生成器中集成了残余空间通道注意块,以自适应地确定 SOS 图像中每个像素对应的换能器对的到达时间的相关性。一项消融研究验证了该模块的有效性。乳腺模型数据集的定性和定量评估结果表明,这种方法能够快速重建高质量的 SOS 图像,获得更好的生成结果和图像质量。因此,我们认为所提出的算法代表了 USCT SOS 重建研究领域的一个新方向。
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引用次数: 0
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