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Proceedings 2014 IEEE International Conference on Security, Pattern Analysis, and Cybernetics (SPAC)最新文献

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Compressive tracking via appearance modeling based on structural local patch 基于结构局部斑块的外观建模压缩跟踪
Xiaoyu Hu, Hongquan Yun, Delie Ming, Tian Tian
In this paper, we propose a compressive tracking method via appearance model based on structural local patchs and improved Haar-like feature. In contrast to previous compressive tracking only considering the holistic representation, an object can be represented by local image patches with spatial layout in an object. This representation takes advantage of both partial information and spatial information of the target. Each local patch has a fixed position in the target field, and all local patches can represent the whole target. In addition, our appearance model based on features extracted from image patches, which can guarantee the randomness of the rectangular boxes and the distribution of the rectangular boxes over the entire image area, avoiding the randomness of the rectangular boxes is too strong to weak the feature expression. We sample the positive and negative samples and divide them into patchs to train a binary classification via a naive Bayes classifier with online update, then the classifier is used to discriminate the candidate samples. The candidate sample which gets the highest classify score is the target. After that we draw positive and negative samples in the same way with the candidate samples to update the classifier to get ready for next frame. Our approach helps not only locate the target more accurately but also can handle partial occlusion effectively. The proposed tracker is compared with several state-of-the-art trackers on some challenging video sequences. Our proposed tracker is better and more stable in both quantitative and qualitative comparisons.
本文提出了一种基于结构局部斑块和改进haar样特征的外观模型压缩跟踪方法。与以往只考虑整体表示的压缩跟踪不同,压缩跟踪可以用对象中具有空间布局的局部图像块来表示对象。这种表示既利用了目标的局部信息,又利用了目标的空间信息。每个局部patch在目标域中有一个固定的位置,所有的局部patch都可以代表整个目标。此外,我们的外观模型基于从图像patch中提取的特征,可以保证矩形框的随机性和矩形框在整个图像区域的分布,避免矩形框的随机性太强而削弱特征表达。我们对正样本和负样本进行采样,并将其分成小块,通过在线更新的朴素贝叶斯分类器训练二分类器,然后使用该分类器区分候选样本。分类得分最高的候选样本为目标样本。之后,我们用与候选样本相同的方式绘制正样本和负样本,以更新分类器,为下一帧做好准备。该方法不仅可以更准确地定位目标,而且可以有效地处理部分遮挡。在一些具有挑战性的视频序列上,将所提出的跟踪器与几种最先进的跟踪器进行了比较。我们提出的跟踪器在定量和定性比较中都更好,更稳定。
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引用次数: 0
Multiband CUWB system pulse design methods and performance analysis 多波段CUWB系统脉冲设计方法及性能分析
Zhao Bing, Wu Jing, Liu Jingyu, Ben Xian-ye
Cognitive ultra wideband wireless communication system as a new type of intelligent communication system will be utilized with a variety of techniques, now research focuses on the generation and detection of short RF pulses. Prolate spheroidal wave function possess many desirable properties, such as high energy concentration and inherent Orthogonal properties, which is important because the regulatory rules for CUWB pluse have not been finalized. This paper describes an optimized pluse design for very high spectrum utilization, low Interference, divides the spectrum into several sub-bands which could be canceled in the interfering bands, combines sub-band pulse phase with spectrum overlap rate to improve spectrum utilization. So as to realize revising seamless transmitted waveform to adapt with the wireless environment efficiently.
认知超宽带无线通信系统作为一种新型的智能通信系统,将与多种技术相结合,目前的研究重点是射频短脉冲的产生和检测。长球面波函数具有许多理想的特性,如高能量集中和固有的正交特性,这是重要的,因为CUWB脉冲的调节规则尚未确定。本文提出了一种高频谱利用率、低干扰的优化脉冲设计,将频谱划分为若干子带,在干扰带中可以相互抵消,并将子带脉冲相位与频谱重叠率相结合以提高频谱利用率。从而实现对无缝传输波形的修正,以有效地适应无线环境。
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引用次数: 0
Development principles of gesture interaction in smart space 智能空间中手势交互的开发原则
Yan Houyi, Ling Yunxiang, Fan Lin-jun
Human-computer interaction in intelligent space is more complex and requires higher design principles. Gesture is an important interactive modal because of its natural and nonconflicting feature. The gesture interaction patterns of various devices fall into four types, i.e. barehanded/auxiliary touch/touchless mode. Gesture interaction meeting the demand of intelligent space should satisfy several development requirements, including multi-device collaboration, user-centered interaction and task-oriented design, each of which will be elaborated on.
智能空间中的人机交互更为复杂,对设计原则的要求也更高。手势以其自然、不冲突的特点成为一种重要的交互方式。各种设备的手势交互模式分为四种类型,即徒手/辅助触摸/无触摸模式。满足智能空间需求的手势交互需要满足多设备协同、以用户为中心的交互和以任务为导向的设计等几个发展要求。
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引用次数: 0
Keyframe extraction using AdaBoost 关键帧提取使用AdaBoost
Jing Yuan, Wei Wang, Wei Yang, Maojun Zhang
An approach for keyframe extraction using AdaBoost is proposed which is based on foreground detection. The aim of this approach is to extract keyframes from sequences of specific vehicle images of lane vehicle surveillance video. This method utilizes integral channel features and the area feature as the image feature descriptor, combined with training an AdaBoost classifier. The experimental results on real-road test video show that the algorithm presented in this paper effectively selects the most distinct and clearest image for a sequence of vehicle images which begins counting when a motional vehicle enters into the surveillance area and ends when it leaves. Compared with other methods, it has increased the effectiveness and precision for keyframe extraction of lane vehicle surveillance video and achieves more effective compression of video analytical data for lane vehicle surveillance.
提出了一种基于前景检测的AdaBoost关键帧提取方法。该方法的目的是从车道车辆监控视频的特定车辆图像序列中提取关键帧。该方法利用积分通道特征和区域特征作为图像特征描述符,结合AdaBoost分类器的训练。在真实道路测试视频上的实验结果表明,本文算法能够有效地从运动车辆进入监控区域开始计数到离开监控区域结束计数的一系列车辆图像中选出最清晰、最清晰的图像。与其他方法相比,提高了车道车辆监控视频关键帧提取的有效性和精度,实现了车道车辆监控视频分析数据更有效的压缩。
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引用次数: 6
Efficient parallel implementation of morphological operation on GPU and FPGA 形态学运算在GPU和FPGA上的高效并行实现
Teng Li, Y. Dou, Jingfei Jiang, Jing Gao
Morphological operation constitutes one of a powerful and versatile image and video applications applied to a wide range of domains, from object recognition, to feature extraction and to moving objects detection in computer vision where real-time and high-performance are required. However, the throughput of morphological operation is constrained by the convolutional characteristic. In this paper, we analysis the parallelism of morphological operation and parallel implementations on the graphics processing unit (GPU), and field programming gate array (FPGA) are presented. For GPU platform, we propose the optimized schemes based on global memory, texture memory and shared memory, achieving the throughput of 942.63 Mbps with 3×3 structuring element. For FPGA platform, we present an optimized method based on the traditional delay-line architecture. For 3×3 structuring element, it achieves a throughput of 462.64 Mbps.
形态学运算是一种强大而通用的图像和视频应用程序之一,应用于广泛的领域,从物体识别到特征提取,再到计算机视觉中需要实时和高性能的运动物体检测。然而,形态学运算的吞吐量受到卷积特性的限制。本文分析了形态运算的并行性和图形处理器(GPU)上的并行实现,并提出了现场编程门阵列(FPGA)。在GPU平台上,我们提出了基于全局内存、纹理内存和共享内存的优化方案,以3×3结构元素实现了942.63 Mbps的吞吐量。针对FPGA平台,提出了一种基于传统延迟线架构的优化方法。对于3×3结构单元,它实现了462.64 Mbps的吞吐量。
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引用次数: 3
Approaches to grey state modeling and modal control of complicated systems 复杂系统的灰色状态建模与模态控制方法
Weizhen Chen, Long Zhou
As we all known that complicated system is too difficult to be identified. A system designed here may be expected to get good control effects. Firstly, grey state modeling and modal decomposition is proposed. Secondly, an approach to modal control, which is to control the complicated system's behavior is designed. The applicable field of modal control systems is rather far and wide especially for varieties of multivariable complicated systems.
众所周知,复杂的系统很难被识别。在此设计的系统可望获得良好的控制效果。首先,提出了灰色状态建模和模态分解方法。其次,设计了一种控制复杂系统行为的模态控制方法。模态控制系统的应用领域非常广泛,特别是对于各种多变量复杂系统。
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引用次数: 2
Semi-fragile watermarking for image tamper localization and self-recovery 用于图像篡改定位和自恢复的半脆弱水印
Yuhang Li, Ling Du
This paper proposes a semi-fragile digital watermarking scheme for image tamper localization and self-recovery. Firstly, the authentication watermark is generated for tampered area localization. After that, for content recovery, the recovery watermark is calculated from high frequency band with redundancy free. Then, for the two type of watermarks, the DWT-based watermark embedding method makes our proposed scheme tolerable against friendly manipulations. Even some parts of the watermarked image are tampered and the corresponding embedded information are missing, we can still recover the image from the untouched area based on the localization results and compressive sensing. Moreover, the encryption algorithm based on chaotic function guarantees the safety of our two type of watermarks. Extensive experiments demonstrate the effectiveness of the proposed scheme, which is sensitive against malicious tamper and robust to some incidental manipulations (e.g. JPEG compression, slight noise addition, brightness/contract adjustment and format conversion).
提出了一种用于图像篡改定位和自恢复的半脆弱数字水印方案。首先,生成篡改区域定位的认证水印;然后,从无冗余的高频段计算恢复水印进行内容恢复。然后,对于两种类型的水印,基于小波变换的水印嵌入方法使我们提出的方案能够抵抗友好的操纵。即使水印图像的某些部分被篡改,相应的嵌入信息丢失,我们仍然可以根据定位结果和压缩感知从未触及的区域恢复图像。此外,基于混沌函数的加密算法保证了这两类水印的安全性。大量的实验证明了该方案的有效性,该方案对恶意篡改敏感,对一些偶然操作(如JPEG压缩、轻微噪声添加、亮度/收缩调整和格式转换)具有鲁棒性。
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引用次数: 11
Face warping based on local geometric constraint 基于局部几何约束的人脸翘曲
Jinxiang Zhang, Jian Zhang
This paper proposes a novel face warping approach to deforming a 3D face using a few 3D facial features. The objective function includes two parts, the first part is local geometric constraints which aim to maintain the general characteristics of human face, and the second part is a shape regularization term which can force the deformed face to have some personalized facial characteristics. The problem can be solved by a least square optimization method. Experimental results demonstrate the effect of the proposed approach. And compared with existing method, the approach can generate better face warping result.
提出了一种利用少量三维人脸特征对三维人脸进行变形的方法。目标函数包括两部分,第一部分是局部几何约束,目的是保持人脸的一般特征;第二部分是形状正则化项,目的是使变形的人脸具有一些个性化的面部特征。该问题可用最小二乘优化方法求解。实验结果证明了该方法的有效性。与现有方法相比,该方法可以产生更好的人脸翘曲效果。
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引用次数: 0
An on-line signature verification based on timely nonlinear sampling and sparse representation 基于实时非线性采样和稀疏表示的在线签名验证
Zhihua Yang, Yishu Liu
A novel approach which generates so-called ”potential genuine signatures” by timely nonlinear sampling from an original on-line signature is presented. Velocity vectors of these potential genuine signatures are exploited to construct an user-dependent overcomplete dictionary. Finally, sparse coefficients which served as features are used for verification. There are two main advantages: 1) The DTW becomes unnecessary, which makes the proposed method computationally inexpensive; 2) Multiply potential genuine signatures can be generated from a genuine one, so the difficulties causing by insufficient train samples in a real system are effectively alleviated. Experiments show encouraging results.
提出了一种通过对原始在线签名进行实时非线性采样来生成“潜在真实签名”的新方法。利用这些潜在的真实签名的速度向量来构建一个依赖于用户的过完备字典。最后利用稀疏系数作为特征进行验证。有两个主要优点:1)不需要DTW,这使得所提出的方法计算成本低;2)一个正品签名可以生成多个潜在的正品签名,有效缓解了真实系统中训练样本不足带来的困难。实验结果令人鼓舞。
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引用次数: 0
A force fields-based multi-scale docking method in drug molecular design 基于力场的药物分子设计多尺度对接方法
L. Kang, Z. Liu, Quan Guo
A force fields-based multi-scale docking method is proposed in this paper. Molecular docking problem has been divided into three sub problems: rigid-rigid phase, flexible-flexible phase and flexible-rigid phase. Residue groups of protein have been adopted to describe the conformation of protein. K-mean clustering algorithm and genetic algorithm have been developed to solve the optimization problem. A new docking program, which relies on calculated non-bonded interaction terms between protein and ligand atoms based on standard force fields, has been developed. In comparison with other docking methods, the docking method has significant improvement in docking accuracy.
提出了一种基于力场的多尺度对接方法。分子对接问题分为刚-刚相、柔-柔相和柔-刚相三个子问题。蛋白质的残基被用来描述蛋白质的构象。k -均值聚类算法和遗传算法已被开发用于解决优化问题。基于标准力场计算蛋白质与配体原子之间的非键相互作用项,开发了一种新的对接程序。与其他对接方法相比,该对接方法在对接精度上有显著提高。
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引用次数: 0
期刊
Proceedings 2014 IEEE International Conference on Security, Pattern Analysis, and Cybernetics (SPAC)
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