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2016 XXI Symposium on Signal Processing, Images and Artificial Vision (STSIVA)最新文献

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Full waveform inversion (FWI) in time for seismic data acquired using a blended geometry 全波形反演(FWI)是利用混合几何图形获取地震数据的及时方法
Pub Date : 2016-08-01 DOI: 10.1109/STSIVA.2016.7743314
K. Florez, J. G. Mantilla, Ana B. Ramirez
This work presents the development of a FWI method in time, that uses seismic data acquired using a blended geometry. Blended geometry involves temporal and spatial overlap of multiple shots, randomly located in the same acquisition, whereas the traditional acquisition uses regular spacing of the receivers and one single shot at a time. The FWI method uses the acoustic wave equation with constant density 2D to find the modeled data, and a ℓ2-error norm as misfit function between the observed and modeled data. The blended geometry acquisition was designed to obtain synthetically the seismic data at the surface with 5 shots simultaneous, using the Marmousi model of size 3.025 km × 12.425 Km (with a grid of 121 × 497 points) as true subsurface velocity model. The FWI method estimates the velocity using an smoothed version of the Marmousi as initial model, and it updates the velocity model iteratively using a gradient descent method. The FWI method for blended and traditional geometries was implemented and tested on the same computer under controlled conditions, for the same number of shots and iterations. The experimental results of the velocity models obtained using blended and traditional geometries have similar quadratic error norm, and the execution time of the FWI for the blended acquisition is up to 1.88 times faster than the FWI method for the traditional acquisition.
这项工作提出了一种实时的FWI方法,该方法使用使用混合几何形状获得的地震数据。混合几何涉及多个镜头的时空重叠,随机位于同一采集中,而传统的采集使用常规间隔的接收器和一次一个镜头。FWI方法采用二维等密度声波方程求解模型数据,并以2-误差范数作为观测数据与模型数据之间的失拟函数。采用尺寸为3.025 km × 12.425 km(网格为121 × 497点)的Marmousi模型作为真实地下速度模型,设计了混合几何采集方法,以5次射击同时综合获取地面地震数据。FWI方法使用平滑版本的Marmousi作为初始模型来估计速度,并使用梯度下降法迭代更新速度模型。混合几何形状和传统几何形状的FWI方法在同一台计算机上进行了测试,在受控条件下进行了相同次数的射击和迭代。混合几何速度模型与传统几何速度模型的实验结果具有相似的二次误差范数,混合几何速度模型的执行时间比传统几何速度模型的执行时间快1.88倍。
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引用次数: 1
Evaluating reliability of ultrashort heart rate variability parameters in metabolic syndrome subjects 评价代谢综合征患者超短心率变异性参数的可靠性
Pub Date : 2016-08-01 DOI: 10.1109/STSIVA.2016.7743361
Darwin Astudilllo, K. Palacio-Baus, L. Solano-Quinde, E. Severeyn, Sara Wong
Heart rate variability (HRV) analysis is barely employed in healthcare environments mainly because of the lack of standard values determining the sympathovagal balance and the difficulty to register RR stationary series. Recent studies have proposed the use of shorter HRV series. For this work, we use a public metabolic syndrome subjects database retrieved during oral glucose tolerance test. In order to explore ultra-short HRV measures reliability we employ an autoregressive model using Burg method, such that short RR sequences can be evaluated while maintaining a good frequency resolution. RR, SD, rMSSD, LF, HF, LFn and LF/HF were computed for different RR sequences (10 min, 5 min, 1 min, 30 s, 10 s). To evaluate the reliability we used the intraclass correlation coefficient (ICC). Additionally, we compared the sympathovagal balance parameters (LFn, LF/HF) among the stages (basal and 30 min). Considering 10 min long registers as references, parameters obtained from 5 min long series present ICC values above 0.78 for all cases. One min long registers present ICC values above 0.70 only for temporal parameters in both RR series and rMSSD. By comparing LFn and LF/HF parameters among the basal state and 30 min, we observed a significant increase of the sympathetic tone (p <; 0.05). However, these differences are important only for 10 and 5 min series. In general, we observe that temporal parameters exhibit higher reliability than those the spectral ones. Nonetheless, registers duration below one min do not present adequate results for the spectral parameters in this work.
心率变异性(HRV)分析很少在医疗环境中使用,主要是因为缺乏确定交感迷走神经平衡的标准值,以及难以登记RR平稳序列。最近的研究建议使用较短的HRV序列。在这项工作中,我们使用了口服葡萄糖耐量试验期间检索的公共代谢综合征受试者数据库。为了探索超短HRV测量的可靠性,我们使用Burg方法采用自回归模型,以便在保持良好频率分辨率的同时评估短RR序列。计算不同RR序列(10 min、5 min、1 min、30 s、10 s)的RR、SD、rMSSD、LF、HF、LFn和LF/HF,采用类内相关系数(ICC)评价信度。此外,我们比较了交感迷走神经平衡参数(LFn, LF/HF)在不同阶段(基础和30分钟)。考虑到10分钟长的寄存器作为参考,从5分钟长的序列中获得的参数在所有情况下都显示ICC值高于0.78。只有在RR系列和rMSSD的时间参数中,一分钟长的寄存器显示ICC值高于0.70。通过比较基础状态和30min的LFn和LF/HF参数,我们观察到交感神经张力显著增加(p <;0.05)。然而,这些差异只对10分钟和5分钟系列有重要意义。总的来说,我们观察到时间参数比光谱参数具有更高的可靠性。尽管如此,在这项工作中,小于1分钟的记录持续时间不能提供足够的光谱参数结果。
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引用次数: 0
VAD algorithms energy-based and spectral-domain applied in River Plate Castilian 基于能量和谱域的VAD算法在河床卡斯蒂利亚语中的应用
Pub Date : 2016-08-01 DOI: 10.1109/STSIVA.2016.7743346
Horderlin Vrangel Robles Vega, V. Molina, Luis Martinez
Because the English and Castilian have marked acoustic and phonetic differences, this paper shows the study of the effectiveness of different algorithms VAD (Voice Activity Detection) literature, applied to the Castilian, especially riplatense. This article is intended to publicize the results achieved to date. In the first part of the document briefly explained the three implemented methods, namely the autocorrelation function short time (STACF), the average magnitude of the differential junction (FDMA) and the linear prediction coefficients (LPC). Immediately, tests and experiments with BEPPA battery to evaluate the effectiveness of these algorithms VAD will be described. In this step 10 sentences were applied in selected Rioplatense Spanish BEPPA battery of each VAD to detect sound segments, they were used without voice and silence. Immediately, the results obtained in the experimental phase is disclosed, evaluate classifications using the confusion matrix of the 10 phrases in 65 words were about 40 segments of silence. Finally, conclusions and future work are described. Clearly that shows that the algorithms have not been implemented show overall efficiency in detecting voice activity in Spanish of the Rio de la Plata. We also found that the algorithms implemented using linear prediction coefficients show better performance.
由于英语和卡斯蒂利亚语具有明显的声学和语音差异,本文展示了研究不同算法VAD (Voice Activity Detection,语音活动检测)文献的有效性,将其应用于卡斯蒂利亚语,特别是利普拉特语。这篇文章旨在宣传迄今取得的成果。本文第一部分简要介绍了三种实现方法,即短时间自相关函数(STACF)、差分结平均幅值(FDMA)和线性预测系数(LPC)。接下来,将用BEPPA电池进行测试和实验,以评估这些算法的有效性。在这一步中,在每个VAD中选择的Rioplatense Spanish BEPPA电池中使用10个句子来检测音段,它们不使用voice和silence。立即公开实验阶段获得的结果,利用混淆矩阵对65个单词中的10个短语进行约40段沉默的评价分类。最后,对结论和未来的工作进行了描述。很明显,这表明算法在检测里约热内卢de la Plata的西班牙语语音活动方面并没有得到实现。我们还发现使用线性预测系数实现的算法表现出更好的性能。
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引用次数: 1
Movement detection for object tracking applied to the InMoov robot head 运动检测用于InMoov机器人头部的目标跟踪
Pub Date : 2016-08-01 DOI: 10.1109/STSIVA.2016.7743328
Nicolas Ortiz Valencia, Luis Felipe Vargas Londono, M. Jinete, Robinson Jiménez
Machine vision is one of the most important tasks for the interaction between the robot and the environment, because it provides more information about the elements that exist there. The InMoov robot is the first life-size robot that can be produced by 3D printing and its design is open to the public. Between the following of the movement vector, the head control of this robot was implemented with the purpose of trackig the movement of an object. In the project the movement restrictions were taken corresponding to the range vision of the robot to develop the tracking and movement algorithms that will be aplied to the head movement of the robot under controlled conditions.
机器视觉是机器人与环境之间交互的最重要任务之一,因为它提供了关于存在于那里的元素的更多信息。InMoov机器人是第一个可以通过3D打印生产的真人大小的机器人,其设计向公众开放。在以下运动矢量之间,实现了机器人的头部控制,目的是跟踪物体的运动。在该项目中,根据机器人的距离视觉采取相应的运动限制来开发跟踪和运动算法,这些算法将应用于机器人在受控条件下的头部运动。
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引用次数: 4
Visual servo control law design using 2D vision approach, for a 3 DOF robotic system built with LEGO EV3 and a Raspberry Pi 利用二维视觉方法,设计了以乐高EV3和树莓派搭建的3自由度机器人系统的视觉伺服控制律
Pub Date : 2016-08-01 DOI: 10.1109/STSIVA.2016.7743360
Ana Milena Lopez Lopez, J. Uribe
This paper is framed in the area of mobile robotics and the use of new technologies. The developments were focused on the design and implementation of a visual servo control algorithm, with the control criterion of error evolution, taking the error as the differences between an image target and the image sensed by a camera mounted on a robotic platform. The robotic platform has three degrees of freedom (DOF) and was constructed by using the LEGO Mindstorms robotics kit. The robot movement control (mobile platform and camera) is performed using a single board computer (Raspberry Pi) mounted in the platform, this device computes the control law and process the images. Too, was developed an application for Android system that allows control the robot. It is also possible to watch the streaming video from the camera.
本文是在移动机器人领域的框架和新技术的使用。研究的重点是视觉伺服控制算法的设计和实现,该算法以误差演化为控制准则,将误差作为图像目标与安装在机器人平台上的摄像机感知到的图像之间的差值。机器人平台有三个自由度(DOF),由LEGO Mindstorms机器人套件构建。机器人的运动控制(移动平台和摄像头)是通过安装在平台上的单板计算机(树莓派)来完成的,该装置计算控制规律并对图像进行处理。此外,还开发了一个Android系统的应用程序,允许控制机器人。还可以从摄像头观看流媒体视频。
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引用次数: 5
Machine learning based protein-protein interaction prediction using physical-chemical representations 基于机器学习的蛋白质-蛋白质相互作用预测,使用物理化学表示
Pub Date : 2016-08-01 DOI: 10.1109/STSIVA.2016.7743304
J. D. Arango-Rodriguez, A. F. Cardona-Escobar, J. A. Jaramillo-Garzón, J. C. Arroyave-Ospina
Many proteins can interact with other proteins to perform specific functions. Predicting those interactions is important in order to analyze signaling pathways or to define the influence of a specific protein in some diseases. This work proposes the implementation of Support Vector Machines (SVM) for the prediction of protein-protein interactions using physical-chemical features taken from AA index. This algorithm was trained with a set of over 10.000 positive interactions from DIP database, and the same number of negative interactions through random permutations. The obtained results demonstrate that these features can provide useful information for the training set in order to improve the quality of the classification. Additionally, tunning the parameters of the SVM with Particle Swarm Optimization, lead to significantly improve the performance of the machine (greater than 70%), in comparison to recent studies.
许多蛋白质可以与其他蛋白质相互作用以执行特定功能。预测这些相互作用对于分析信号通路或确定特定蛋白质在某些疾病中的影响非常重要。这项工作提出了支持向量机(SVM)的实现,用于使用从AA指数中获取的物理化学特征来预测蛋白质之间的相互作用。该算法使用DIP数据库中超过10,000个正交互,以及通过随机排列的相同数量的负交互进行训练。结果表明,这些特征可以为训练集提供有用的信息,从而提高分类质量。此外,与最近的研究相比,通过粒子群优化对SVM的参数进行调优,可以显著提高机器的性能(大于70%)。
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引用次数: 4
Multiresolution spectral imaging by combining different sampling strategies in a compressive imager, MR-CASSI 在压缩成像仪MR-CASSI中结合不同采样策略的多分辨率光谱成像
Pub Date : 2016-08-01 DOI: 10.1109/STSIVA.2016.7743325
Hans Garcia, Óscar Espitia, H. Arguello
The Coded Aperture Snapshot Spectral Imaging system (CASSI) is a remarkable architecture based on CS theory which senses the spectral scene by using two-dimensional coded focal plane array (FPA) projections. The CASSI system can be characterized by a measurement matrix which can be designed according to the requirements of a particular issue. Traditional approaches require recovering all the data with high resolution which involves a large amount of data and in consequence high costs of transmission and storage. However, in several applications, the data analysis is focused on only specific regions of the images. Therefore, this work proposes a multiresolution compressive architecture (MR-CASSI). MR-CASSI is focused on the most important spatial or spectral areas of the scene to be analyzed without background subtraction, allowing to reduce the amount of data preserving all the scene, selection of these areas of interest is pre-selected. The MR-CASSI is designed from a measurement matrix, such that the system samples the scene to recover multiresolution images low resolution for the background and high resolution for the spatial target or spectral regions. An important aspect of this proposal is that we can estimate multiresolution images without extra processing. From simulation results for the MR-CASSI architecture, it was found that compared to a traditional system, our approach overcomes an average 12dB of PSNR with a low-resolution system by using different decimation factors to obtain multiresolution SI with high-resolution target areas, and the low-resolution background in the reconstructions.
编码孔径快照光谱成像系统(CASSI)是一种基于CS理论,利用二维编码焦平面阵列(FPA)投影对光谱场景进行感知的系统。CASSI系统可以通过一个测量矩阵来表征,该矩阵可以根据特定问题的要求进行设计。传统的方法需要以高分辨率恢复所有数据,这涉及到大量数据,因此传输和存储成本高。然而,在一些应用中,数据分析只关注图像的特定区域。因此,本研究提出了一种多分辨率压缩架构(MR-CASSI)。MR-CASSI专注于场景中最重要的空间或光谱区域,在没有背景减法的情况下进行分析,允许减少保留所有场景的数据量,选择这些感兴趣的区域是预先选择的。MR-CASSI是根据测量矩阵设计的,因此系统对场景进行采样以恢复多分辨率图像,低分辨率为背景,高分辨率为空间目标或光谱区域。这个提议的一个重要方面是,我们可以估计多分辨率图像,而不需要额外的处理。从MR-CASSI架构的仿真结果中可以发现,与传统系统相比,我们的方法通过使用不同的抽取因子,克服了低分辨率系统平均12dB的PSNR,获得了具有高分辨率目标区域和低分辨率背景的多分辨率SI。
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引用次数: 1
Assessment of sub-band division and energy computation techniques as fundamental stages for a neuro-feedback training system 评估子带划分和能量计算技术作为神经反馈训练系统的基本阶段
Pub Date : 2016-08-01 DOI: 10.1109/STSIVA.2016.7743332
L. Sepúlveda-Cano, G. Daza-Santacoloma
The improvement of skills and cognitive abilities by means of neurofeedback training has been turned into an issue of interest in healthy population. These studies have shown a positive correlation between the neurofeedback training and the improvement of the cognitive skills of the people. Typically, in a neurofeedback system the first stage is the artifact remotion, the next stage is the separation of the EEG signal into frequency sub-bands and the last stage is the characterization of the sub-bands energy. Aiming to obtain the desired feedback, the mentioned stages have to be done as quickly and as accurately as possible. A mistake in these stages can lead to consequences as simple as a fruitless training, altering the desired cognitive improvement. In this paper, different techniques for sub-band separation and characterization are compared, aiming to find the most suitable techniques in order to be applied in a neurofeedback system, the techniques are collated according to the non-stationary behavior of the EEG signal and the stability (variability) of the outputs. Results show that the most stable and stationary combination is that determined by the EEG separation through IFFT and the energy calculation through the Teager-Kaiser, followed by its improved version. As conclusion, the IFFT for EEG sub-band separation, and Teager-Kaiser or its improvement for energy calculation, are recommend for a Neurofeedback system for cognitive improvement in healthy population.
通过神经反馈训练提高技能和认知能力已成为健康人群感兴趣的问题。这些研究表明,神经反馈训练与人们认知能力的提高之间存在正相关关系。通常,在神经反馈系统中,第一阶段是去除伪影,第二阶段是将EEG信号分离成频率子带,最后阶段是表征子带的能量。为了获得期望的反馈,上述阶段必须尽可能快速和准确地完成。在这些阶段的一个错误可能会导致一个简单的后果,如徒劳的训练,改变预期的认知改善。本文对不同的子带分离和表征技术进行了比较,旨在找到最适合应用于神经反馈系统的技术,根据脑电信号的非平稳行为和输出的稳定性(可变性)对这些技术进行了整理。结果表明,通过IFFT分离脑电信号并通过Teager-Kaiser计算能量确定的组合是最稳定和平稳的,其次是其改进版本。综上所述,IFFT用于脑电子带分离,Teager-Kaiser或其改进用于能量计算,可推荐用于健康人群认知改善的神经反馈系统。
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引用次数: 0
3D surface reconstruction of entomological specimens from uniform multi-view image datasets 基于统一多视图图像数据集的昆虫标本三维表面重建
Pub Date : 2016-08-01 DOI: 10.1109/STSIVA.2016.7743319
Germán D. Sosa, S. Rodriguez, Javier Guaje, Jorge Victorino, Manuel Mejia, Luz Stella Fuentes, A. Ramírez, Hugo Franco
Modeling of 3D objects and scenes have become a common tool in different applied fields from simulation-based design in high-end engineering applications (aviation, civil structures, engine components, etc.) to entertainment (computer-based animation, video-game development, etc.). In Biology and related fields, 3D object modeling and reconstruction provide valuable tools to support the visualization, comparison and even morphometric analysis in both academical and applied tasks. Such computational tools, usually implemented as web-based virtual reality applications, significantly reduce the manipulation of fragile samples, preventing their damage and, even, their complete loss. On the other hand, they allow to take the morphological properties of physical specimens to the digital domain, giving support to common entomology tasks such as characterization, morphological taxonomy and teaching. This paper addresses the problem of producing reliable 3D point clouds from the surface of entomological specimens, based on a proved approach for multi view 3D reconstruction from high resolution pictures. Given the traditional issues of macro-photography for small sized objects (i.e. short depth of field, presence of subtle and complex structures, etc.), a pre-processing protocol, based on focus stacking, supported the generation of enhanced views obtained by an acquisition device specifically designed for this work. The proposed approach has been tested on a sample of six representative subjects from the Entomological Collection of the Centro de Biosistemas, Universidad Jorge Tadeo Lozano (Colombia). The resulting point clouds exhibit an overall good visual quality for the body structure the selected specimens, while file sizes are portable enough to support web based visualization.
从高端工程应用(航空、土木结构、发动机部件等)的基于仿真的设计到娱乐(基于计算机的动画、视频游戏开发等),3D对象和场景建模已经成为不同应用领域的常用工具。在生物学和相关领域,三维物体建模和重建为支持学术和应用任务的可视化,比较甚至形态计量分析提供了有价值的工具。这些计算工具通常作为基于web的虚拟现实应用程序来实现,可以显著减少对易碎样品的操纵,防止其损坏,甚至完全丢失。另一方面,它们允许将物理标本的形态特性带入数字领域,为常见的昆虫学任务提供支持,如表征、形态分类和教学。基于一种经过验证的高分辨率图像多视图三维重建方法,本文解决了从昆虫标本表面生成可靠的三维点云的问题。考虑到小尺寸物体的宏观摄影的传统问题(即景深短,存在微妙和复杂的结构等),基于焦点堆叠的预处理协议支持由专门为这项工作设计的采集设备生成增强视图。提议的方法已经在Jorge Tadeo Lozano大学(哥伦比亚)生物系统中心昆虫学馆藏的六个代表性对象样本上进行了测试。所得到的点云对所选标本的身体结构显示出良好的整体视觉质量,同时文件大小足够便携,可以支持基于web的可视化。
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引用次数: 4
Remote monitoring system of vital signs for triage and detection of anomalous patient states in the emergency room 用于急诊室分诊和异常状态检测的生命体征远程监测系统
Pub Date : 2016-08-01 DOI: 10.1109/STSIVA.2016.7743353
Silvia Moreno, Andrés Quintero, Carlos Ochoa, Mario Bonfante, R. Villareal, J. Pestana
The monitoring of patient's vital signs is a crucial part of triage in the emergency room in order to determine the severity of their state. This paper describes the development of a remote and constant monitoring system of vital signs in the emergency room as support to the patient triage process. The system keeps track of the patient's state for the proper treatment of emergency situations. The monitoring is accomplished through a bracelet that allows to measure body temperature, pulse and respiratory rate by processing the signals generated by a temperature sensor and a photoplethysmograph. Signals are transmitted in real time to a computer system that enables to visualize vital sign information and generates alerts if an anomalous situation is detected.
监测病人的生命体征是急诊室分诊的重要组成部分,以确定其状态的严重程度。本文介绍了一种用于急诊室生命体征远程持续监测系统的开发,以支持患者分诊过程。该系统可以跟踪病人的状态,以便对紧急情况进行适当的治疗。监测是通过一个手环来完成的,这个手环可以通过处理温度传感器和光电脉搏描记器产生的信号来测量体温、脉搏和呼吸频率。信号实时传输到计算机系统,使生命体征信息可视化,并在检测到异常情况时产生警报。
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引用次数: 13
期刊
2016 XXI Symposium on Signal Processing, Images and Artificial Vision (STSIVA)
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