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2012 20th Signal Processing and Communications Applications Conference (SIU)最新文献

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Super resolution using block-matching motion estimation with rotation 使用旋转块匹配运动估计的超分辨率
Pub Date : 2012-04-18 DOI: 10.1109/SIU.2012.6204526
Yildiray Anagün, E. Seke
Objects in real-life recorded image sequences exhibit rotation along with linear motion. This should be taken into consideration when doing super-resolution work on video sequences. The work presented here involves determination of motion-vector field that includes rotation of blocks in the registration step which is the most important step of the super-resolution restoration work. Results of proposed approach are compared against the results that uses exhaustive block search that does not consider rotation. Compared approaches are applied upon low resolution sequences generated from their high resolution counterparts via downsampling. Comparison is done over the peak-signal-to-noise-ratios (psnr) of the output images with improved resolution. Visual quality assessment is also performed.
现实生活中记录的图像序列中的物体呈现出线性运动的旋转。在对视频序列进行超分辨率工作时,应该考虑到这一点。本文的工作涉及运动矢量场的确定,其中包括超分辨率恢复工作中最重要的配准步骤中的块旋转。将该方法的结果与不考虑旋转的穷举块搜索结果进行了比较。将比较的方法应用于低分辨率序列,这些低分辨率序列是通过下采样由高分辨率序列生成的。在改进的分辨率下,对输出图像的峰值信噪比(psnr)进行比较。还进行了视觉质量评估。
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引用次数: 0
Real-time image registration 实时图像配准
Pub Date : 2012-04-18 DOI: 10.1109/SIU.2012.6204585
L. M. Gevrekci, Mehmet Umut Demircin, Erdem Akagündüz
This paper summarizes the developed real-time algorithm for registering subsequent video frames and experiments performed on an embedded processor. The features extracted from subsequent frames are matched using a RANSAC technique and frames are registered with an affine transformation model. The techniques used in the literature are improved to work in real-time and a system that can register 320×240 resolution images at approximately 40 frames per second is developed. Experiments are performed on a BeagleBoard-XM single board computer that contains ARM and DSP processor cores.
本文总结了所开发的后续视频帧的实时注册算法,并在嵌入式处理器上进行了实验。使用RANSAC技术对从后续帧中提取的特征进行匹配,并使用仿射变换模型对帧进行注册。文献中使用的技术被改进为实时工作,并开发了一个可以以每秒约40帧的速度注册320×240分辨率图像的系统。实验在包含ARM和DSP处理器内核的BeagleBoard-XM单板计算机上进行。
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引用次数: 2
Analysis of the design of the thinned antenna array pattern using the desired function 分析了利用期望功能设计的薄天线阵方向图
Pub Date : 2012-04-18 DOI: 10.1109/SIU.2012.6204521
F. Yaman, A. Yılmaz, S. G. Tanyer
The problem of designing a thinning array with contradicting optimization constraints is examined. The genetic algorithm is illustrated for the search mechanism. The array is assumed to be linear with uniform elements of identical excitation; phase and amplitude. The elements in the array are assumed to be either on (active) or off (passive). The desirability function is utilized to combine the two requirements for narrow beam width and low side lobe levels. The effect of thinning of the array is examined. It is observed that thinning improves the side lobe levels without harming the half power beam width optimization. The thinning ratio and the convergence values are examined for different array lengths. Optimized antenna patterns for different array lengths are illustrated.
研究了具有矛盾优化约束的稀疏阵列的设计问题。介绍了遗传算法的搜索机制。假设阵列是线性的,具有相同激励的均匀元素;相位和振幅。假设数组中的元素处于on(主动)或off(被动)状态。期望函数用于结合窄波束宽度和低旁瓣电平的两种要求。研究了阵列减薄的影响。观察到,细化在不影响半功率波束宽度优化的情况下提高了旁瓣电平。研究了不同阵列长度下的稀疏率和收敛值。给出了不同阵列长度下的优化天线方向图。
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引用次数: 0
Mismatched filter design in MIMO radar MIMO雷达中的不匹配滤波器设计
Pub Date : 2012-04-18 DOI: 10.1109/SIU.2012.6204508
Safak Bilgi Akdemir, Ç. Candan
It was shown in the literature that MIMO radar can resolve much more targets in the angle than phased array radars. In order to resolve targets close to each other in range, waveforms, whose side-lobes of the autocorrelation function are low, are designed by using pulse compression techniques or mismatched filters are used at the receiver. In this paper, an integrated side lobe level filter which was originally developed for conventional radars is adapted to MIMO radar. In addition, a new mismatched filter design procedure is developed for the reduction of peak side lobe level.
文献表明,MIMO雷达在角度上比相控阵雷达能分辨出更多的目标。为了分辨距离上彼此接近的目标,采用脉冲压缩技术设计自相关函数旁瓣较低的波形或在接收机处采用错配滤波器。本文将一种用于传统雷达的集成旁瓣电平滤波器应用于MIMO雷达。此外,还提出了一种新的非匹配滤波器设计方法,用于降低峰值旁瓣电平。
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引用次数: 0
A new OMP technique for sparse recovery 稀疏恢复的一种新的OMP技术
Pub Date : 2012-04-18 DOI: 10.1109/SIU.2012.6204606
Oguzhan Teke, A. Gürbüz, O. Arikan
Compressive Sensing (CS) theory details how a sparsely represented signal in a known basis can be reconstructed using less number of measurements. However in reality there is a mismatch between the assumed and the actual bases due to several reasons like discritization of the parameter space or model errors. Due to this mismatch, a sparse signal in the actual basis is definitely not sparse in the assumed basis and current sparse reconstruction algorithms suffer performance degradation. This paper presents a novel orthogonal matching pursuit algorithm that has a controlled perturbation mechanism on the basis vectors, decreasing the residual norm at each iteration. Superior performance of the proposed technique is shown in detailed simulations.
压缩感知(CS)理论详细说明了如何在已知基中使用较少的测量来重建稀疏表示的信号。然而,在现实中,由于参数空间的区分或模型误差等原因,假设基数与实际基数之间存在不匹配。由于这种不匹配,实际基中的稀疏信号在假设基中肯定不会稀疏,目前的稀疏重建算法的性能会下降。本文提出了一种新的正交匹配追踪算法,该算法在基向量上具有可控扰动机制,每次迭代都能降低残差范数。仿真结果表明了该方法的优越性。
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引用次数: 3
Application of the Discriminative Common Vector Approach to one sample problem 判别公向量法在单样本问题中的应用
Pub Date : 2012-04-18 DOI: 10.1109/SIU.2012.6204536
Mehmet Koç, A. Barkana
Matrix-based (2D) methods have advantages over vector-based (1D) methods. Matrix-based methods generally have less computational costs and higher recognition performances with respect to vector-based variants. In this work a two dimensional variation of Discriminative Common Vector Approach (2D-DCVA) is implemented. The performance of the method in single image problem is compared with the one dimensional Discriminative Common Vector Approach (1D-DCVA) and the two dimensional Fisher Linear Discriminant Analysis (2D-FLDA) on ORL, FERET, and YALE face databases. The best recognition performances are achieved in all databases with the proposed method.
基于矩阵(2D)的方法比基于向量(1D)的方法有优势。相对于基于向量的变体,基于矩阵的方法通常具有更少的计算成本和更高的识别性能。本文实现了一种二维变异的判别共向量法(2D-DCVA)。在ORL、FERET和YALE人脸数据库上,将该方法与一维判别公共向量法(1D-DCVA)和二维Fisher线性判别分析法(2D-FLDA)在单幅图像问题上的性能进行了比较。该方法在所有数据库中均取得了较好的识别性能。
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引用次数: 1
Modeling of snow attenuation at mobile frequencies 移动频率下积雪衰减的模拟
Pub Date : 2012-04-18 DOI: 10.1109/SIU.2012.6204445
S. Seker, F. Kunter
Snow attenuation depends on many factors which are hard to observe and identify or classify. Modeling of snow attenuation is relatively complex. There are two main classes of methods used in snow attenuation prediction: the empirical method and the physical method. Physical method which we used in this work focuses on reproducing the physical behavior of factors involved in the process. The attenuation in the frequencies of mobile communication due to snow is simulated using Discrete Propagation Model. For this modeling, certain ice-crystal categories are chosen to be investigated. Needles, plates and branches are the main 3 groups which are focused, and 13 different models of snow particles in total are chosen to represent snow. The element in each group is chosen according to similar physical characteristics of ice crystal. It was found that attenuation due to snow is higher than rain attenuation specifically due to differences in particle size. In our simulations, frequencies of GSM communication, 900MHz, 1800MHz and 2270MHz, are used for calculation of attenuation.
积雪衰减取决于许多难以观察和识别或分类的因素。积雪衰减的模拟相对复杂。积雪衰减预测主要有两类方法:经验方法和物理方法。我们在这项工作中使用的物理方法侧重于再现过程中涉及的因素的物理行为。利用离散传播模型模拟了积雪对移动通信频率的影响。在这个模型中,选择了某些冰晶类别进行研究。针状、板状和树枝状是主要的三组,总共选择了13种不同的雪粒子模型来代表雪。根据冰晶相似的物理特性来选择每一组元素。研究发现,由于颗粒大小的差异,雪引起的衰减大于雨引起的衰减。在我们的模拟中,使用GSM通信的频率900MHz, 1800MHz和2270MHz来计算衰减。
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引用次数: 1
Parallel generalized tensor multiplication 平行广义张量乘法
Pub Date : 2012-04-18 DOI: 10.1109/SIU.2012.6204612
Can Kavaklioglu, A. Cemgil
Tensor factorization is a frequently used modelling tool in problems involving large amounts of n-way data. Probabilistic Latent Tensor Factorization framework provides a probabilistic approach to solve the tensor factorization problem. The iterative algorithms use generalized tensor multiplication operations involving large amounts of arithmetic operations with similar structures. This work shows the performance improvements achieved by performing the independent operations on a graphical processing unit (GPU).
张量分解是在涉及大量n路数据的问题中经常使用的建模工具。概率潜张量分解框架提供了一种解决张量分解问题的概率方法。迭代算法使用广义张量乘法运算,涉及大量具有相似结构的算术运算。这项工作显示了通过在图形处理单元(GPU)上执行独立操作所实现的性能改进。
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引用次数: 0
An automated approach for registration of multisensor/multi-resolution imagery 一种多传感器/多分辨率图像的自动配准方法
Pub Date : 2012-04-18 DOI: 10.1109/SIU.2012.6204776
Deniz Gerçek, D. Çesmeci, M. Güllü, A. Ertürk, S. Ertürk
In this study, an automated method that is based on image intensities for geometric registration of multi-sensor/multi-resolution imagery acquired from EO-1 Hyperion and IKONOS satellite platforms is proposed. Method performs an area-based transformation to register images of different spectral and spatial resolution with high geometric accuracy. Method basically compares similarity of intensities of two images. Position where there is highest similarity score in translated blocks gives the best match. Chrominance Transform Operation (CTO) that we tested in this study as a similarity measure depicted higher accuracy and performance compared to methods commonly used in the field i.e. Normalized Cross-Correlation (NCC) and Mutual Information (MI).
本文提出了一种基于图像强度的EO-1 Hyperion和IKONOS卫星平台获取的多传感器/多分辨率图像的自动几何配准方法。该方法采用基于区域的变换,对不同光谱分辨率和空间分辨率的图像进行配准,具有较高的几何精度。该方法主要是比较两幅图像的强度相似度。翻译块中相似度得分最高的位置给出最佳匹配。我们在本研究中测试的色度变换操作(CTO)作为相似性度量,与该领域常用的方法(即归一化相互关联(NCC)和互信息(MI))相比,具有更高的准确性和性能。
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引用次数: 0
Finite-horizon online throughput maximization for an energy harvesting transmitter 能量收集发射机的有限视界在线吞吐量最大化
Pub Date : 2012-04-18 DOI: 10.1109/SIU.2012.6204806
Baran Tan Bacinoglu, F. M. Ozcelik, E. Uysal-Biyikoglu
An online finite horizon throughput maximization problem is considered. Specifically, optimal power allocation of an energy harvesting rechargeable node with two different accessible output power levels is studied. Communication takes place under a static channel and rate levels are assumed to be a concave function of power, implying the delay-energy efficiency tradeoff. Taking battery state, remaining number of slots and achievable rate levels into account optimal policy is obtained through dynamic programming. In addition, several policies that are suboptimal yet good are proposed. Based on an empirically motivated harvesting model, a policy that we call Expected Threshold Policy is shown to achieve near-optimal performance.
研究了一类在线有限水平吞吐量最大化问题。具体而言,研究了具有两种不同可达输出功率水平的能量收集可充电节点的最优功率分配问题。通信在静态信道下进行,速率水平被假设为功率的凹函数,这意味着延迟-能量效率的权衡。通过动态规划得到考虑电池状态、剩余槽数和可达到的速率水平的最优策略。此外,还提出了若干次优但良好的策略。基于经验激励的收获模型,我们称之为预期阈值策略的策略被证明可以实现近乎最佳的性能。
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引用次数: 1
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2012 20th Signal Processing and Communications Applications Conference (SIU)
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