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Proceedings 2000 International Conference on Image Processing (Cat. No.00CH37101)最新文献

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Robust shape tracking in the presence of cluttered background 在杂乱背景下的鲁棒形状跟踪
Pub Date : 2004-12-01 DOI: 10.1109/ICIP.2000.899300
J. Nascimento, J. Marques
Kalman filtering has been extensively used in object tracking. However, the tracker performance is severely affected in the presence of multiple objects and cluttered background. The reason is simple. Feature detection produces many outliers and the Kalman filter is not able to discriminate valid data from the clutter. This paper overcome this difficulty and describes a robust algorithm for object tracking denoted as S-PDAF (shape-probabilistic data association filter). Experimental tests show that significant robustness improvement is achieved by the S-PDAF algorithm.
卡尔曼滤波在目标跟踪中得到了广泛应用。然而,在多目标和杂乱的背景下,跟踪器的性能会受到严重影响。原因很简单。特征检测产生许多异常值,卡尔曼滤波不能从杂波中区分有效数据。本文克服了这一困难,提出了一种鲁棒的目标跟踪算法S-PDAF(形状-概率数据关联滤波)。实验结果表明,S-PDAF算法的鲁棒性得到了显著提高。
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引用次数: 10
Symmetric region growing 对称区域生长
Pub Date : 2003-09-01 DOI: 10.1109/ICIP.2000.899236
Shu-Yen Wan, W. Higgins
The goal of image segmentation is to partition a digital image into disjoint regions of interest. Of the many proposed image segmentation methods, region growing has been one of the most popular. Research on region growing, however, has focused primarily on the design of feature measures and on growing and merging criteria. Most of these methods have an inherent dependence on the order in which the points and regions are examined. This weakness implies that a desired segmented result is sensitive to the selection of the initial growing points. We define a set of theoretical criteria for a subclass of region-growing algorithms that are insensitive to the selection of the initial growing points. This class of algorithms, referred to as symmetric region growing (SymRG), leads to a single-pass region-growing approach applicable to any dimensionality of images. Furthermore, they lead to region-growing algorithms that are both memory- and computation-efficient. Finally, by-products of this general paradigm are algorithms for fast connected-component labeling and cavity deletion. The paper gives theoretical results and 3-D image examples.
图像分割的目标是将数字图像分割成不相交的感兴趣区域。在许多提出的图像分割方法中,区域增长是最受欢迎的方法之一。然而,关于区域生长的研究主要集中在特征度量的设计以及生长和合并准则上。这些方法中的大多数都固有地依赖于检查点和区域的顺序。这一弱点意味着期望的分割结果对初始生长点的选择很敏感。我们定义了一组对初始生长点的选择不敏感的区域生长算法子类的理论准则。这类算法被称为对称区域增长(SymRG),它导致了适用于任何维度图像的单次区域增长方法。此外,它们还导致了内存和计算效率都很高的区域增长算法。最后,这种一般范例的副产品是快速连接组件标记和空腔删除的算法。本文给出了理论结果和三维图像实例。
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引用次数: 214
Joint halftoning and watermarking 联合半色调和水印
Pub Date : 2003-04-01 DOI: 10.1109/ICIP.2000.899228
Dhiraj Kacker, J. Allebach
A spread spectrum watermarking algorithm for hardcopy imaging applications using a human visual system model based halftoning technique called direct binary search (DBS) is presented. DBS is used to design a halftone that jointly optimizes a human visual system based error metric and correlation watermark detector output. The original image is required for the correlation watermark detector.
提出了一种基于人类视觉系统模型的半调技术——直接二分搜索(DBS)的扩频图像水印算法。利用DBS设计了一种基于误差度量和相关水印检测器输出的共同优化人眼视觉系统的半色调。相关水印检测需要原始图像。
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引用次数: 72
Efficiently estimating projective transformations 有效估计射影变换
Pub Date : 2000-12-01 DOI: 10.1109/ICIP.2000.900937
R. Radke, P. Ramadge, T. Echigo, S. Iisaku
The estimation of the parameters of a projective transformation that relates the coordinates of two image planes is a standard problem that arises in image and video mosaicking, virtual video, and problems in computer vision. This problem is often posed as a least squares minimization problem based on a finite set of noisy point samples of the underlying transformation. While in some special cases this problem can be solved using a linear approximation, in general, it results in an 8-dimensional nonquadratic minimization problem that is solved numerically using an 'off-the-shelf' procedure such as the Levenberg-Marquardt algorithm. We show that the general least squares problem for estimating a projective transformation can be analytically reduced to a 2-dimensional nonquadratic minimization problem. Moreover, we provide both analytical and experimental evidence that the minimization of this function is computationally attractive. We propose a particular algorithm that is a combination of a projection and an approximate Gauss-Newton scheme, and experimentally verify that this algorithm efficiently solves the least squares problem.
在图像和视频拼接、虚拟视频和计算机视觉问题中,对两个图像平面坐标的投影变换参数的估计是一个标准问题。该问题通常被提出为基于底层变换的有限噪声点样本集的最小二乘最小化问题。虽然在某些特殊情况下,这个问题可以使用线性近似来解决,但通常情况下,它会导致一个8维非二次最小化问题,使用“现成的”程序(如Levenberg-Marquardt算法)在数值上解决。我们证明了估计射影变换的一般最小二乘问题可以解析化为二维非二次极小化问题。此外,我们提供了分析和实验证据,证明该函数的最小化在计算上是有吸引力的。我们提出了一种结合投影和近似高斯-牛顿格式的特殊算法,并通过实验验证了该算法有效地解决了最小二乘问题。
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引用次数: 21
Linear-phase paraunitary filter banks with unequal length 不等长线性相位准酉滤波器组
Pub Date : 2000-12-01 DOI: 10.1109/ICIP.2000.899411
Takehito Kuroko, Toshichika Urushibara, M. Ikehara
We present a design and implementation of M-channel linear-phase paraunitary filter banks (LPPUFB) with unequal length filters and same center points. Our main motivation is the application in effective image coding. For low-frequency signals, long basis functions should be used to avoid the blocking effect. While, short basis functions should be used to reduce the ringing noise for high-frequency signals. LPPUFB with such characteristics can be achieved structurally by taking account of the lattice structure. Finally some design examples are shown.
提出了一种具有等长滤波器和相同中心点的m通道线性相位准酉滤波器组的设计与实现。我们的主要动机是在有效的图像编码中的应用。对于低频信号,应采用长基函数,以避免阻塞效应。而对于高频信号,应采用短基函数来降低振铃噪声。具有这种特性的LPPUFB可以通过考虑晶格结构在结构上实现。最后给出了设计实例。
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引用次数: 1
Recursive propagation of correspondences with applications to the creation of virtual video 递归传播通信与应用程序的创建虚拟视频
Pub Date : 2000-12-01 DOI: 10.1109/ICIP.2000.899342
R. Radke, P. Ramadge, S. Kulkarni, T. Echigo, S. Iisaku
This paper is concerned with the efficient temporal propagation of correspondences between frames of two video sequences, an integral component of many video processing tasks. The main contribution is a framework for the recursive propagation of these correspondences. The propagation consists of a time update step and a measurement update step. The time update depends only on the dynamics of the rotating source cameras, while the measurement update can be tailored to any member of a general class of image correspondence algorithms. Using these results, the correspondence between points of each frame pair can be propagated and updated in a fraction of the time required to estimate correspondences anew at every frame. We discuss an application of the recursive correspondence propagation framework to the creation of virtual video. Previous virtual view algorithms have been used to generate synthetic video of a static scene, in which objects seem frozen in time. In contrast, the algorithms described here allow the creation of "true" virtual video, in the sense that the synthetic video evolves dynamically along with the scene. While virtual video is our motivating application, the recursive correspondence propagation framework applies to any two-camera video application in which correspondence is difficult and prohibitively time-consuming to estimate by processing frame pairs independently.
本文关注的是两个视频序列帧之间对应关系的有效时间传播,这是许多视频处理任务的一个组成部分。其主要贡献是为这些通信的递归传播提供了一个框架。该传播由时间更新步骤和测量更新步骤组成。时间更新仅取决于旋转源相机的动态,而测量更新可以针对一般图像对应算法的任何成员进行定制。利用这些结果,每个帧对的点之间的对应关系可以在每帧重新估计对应关系所需的一小部分时间内传播和更新。讨论了递归通信传播框架在虚拟视频制作中的应用。以前的虚拟视图算法已经被用来生成静态场景的合成视频,在静态场景中,物体似乎在时间上凝固了。相比之下,这里描述的算法允许创建“真正的”虚拟视频,在合成视频随着场景动态发展的意义上。虽然虚拟视频是我们的激励应用,但递归通信传播框架适用于任何双摄像机视频应用,其中通过独立处理帧对来估计通信是困难的,并且非常耗时。
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引用次数: 6
A deformable template model based on fuzzy alignment algorithm 基于模糊对齐算法的可变形模板模型
Pub Date : 2000-12-01 DOI: 10.1109/ICIP.2000.900953
Z. Xue, Dinggang Shen, E. Teoh
A deformable template model for object extraction is proposed based on the fuzzy alignment algorithm (FAA). This object matching algorithm is partitioned into two iterative processes, the first is to estimate the pose relationship (point correspondence and transform parameters) between the current template and the prototype using FAA, the second is to adjust the current template under the exertion of internal energy and external energy functions. An affine-invariant internal energy function of the deformable template is utilized to deal with the transformation of the templates between different domains. Comparative studies with G-Snake model demonstrate the effectiveness of the proposed algorithm and show that it outperforms G-Snake in matching objects with large shearing of shapes.
提出了一种基于模糊对齐算法(FAA)的目标提取可变形模板模型。该目标匹配算法分为两个迭代过程,第一个过程是利用FAA估计当前模板与原型之间的位姿关系(点对应关系和变换参数),第二个过程是在内外能量函数的作用下调整当前模板。利用可变形模板的仿射不变内能函数来处理模板在不同域之间的变换。通过与G-Snake模型的对比研究,证明了该算法的有效性,在形状剪切较大的目标匹配中优于G-Snake模型。
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引用次数: 4
Enhancement of compressed video using visual quality measurements 使用视觉质量测量增强压缩视频
Pub Date : 2000-12-01 DOI: 10.1109/ICIP.2000.899791
C. A. Segall, A. Katsaggelos
The enhancement of compressed video is considered. We present a general algorithm for processing the compressed data, with three variants of the algorithm having practical application. We then consider the algorithm within the context of MPEG-2. Assuming complete knowledge of the compressed bitstream, experiments compare the different realizations of the enhancement algorithm. Our comparisons stress improvements in visual quality, measured by models of the human visual system. Quantitative and qualitative results are provided.
研究了压缩视频的增强问题。我们提出了一种处理压缩数据的通用算法,该算法有三种具有实际应用价值的变体。然后我们在MPEG-2的背景下考虑该算法。假设完全了解压缩后的比特流,实验比较了增强算法的不同实现。我们的比较强调了视觉质量的提高,通过人类视觉系统模型来衡量。给出了定量和定性结果。
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引用次数: 9
Channel condition ARQ rate control for real-time wireless video under buffer constraints 信道条件下的实时无线视频ARQ速率控制
Pub Date : 2000-12-01 DOI: 10.1109/ICIP.2000.899243
Po-Chin Hu, Zhi-Li Zhang, M. Kaveh
Many emerging applications involve real-time packet video transmission over noisy wireless networks. To ensure reliable video transmission, an automatic repeat request (ARQ) scheme is used for repairing packet loss over a channel by retransmitting corrupted packets. However, an ARQ resolves the problem of packet loss at the expense of varying an effective channel rate as well as introducing extra latency. These properties increase the difficulty of rate control for real-time wireless video when the buffer overflow and underflow are taken into account. Therefore, we propose a novel ARQ-based rate control scheme, called "channel condition ARQ rate control" by using embedded coding to design an efficient retransmission policy for wireless video. This scheme achieves both maximal channel utilization and smooth video quality perceived at an end-host, which has a low implementation complexity under buffer constraints. We have conducted extensive simulations to verify the efficiency and robustness of the proposed scheme.
许多新兴的应用涉及在有噪声的无线网络上进行实时分组视频传输。为了保证视频传输的可靠性,采用了一种自动重复请求(ARQ)方案,通过重传损坏的数据包来修复信道上的丢包。然而,ARQ以改变有效信道速率和引入额外延迟为代价来解决丢包问题。这些特性增加了考虑缓冲区溢出和下溢的实时无线视频速率控制的难度。因此,我们提出了一种新的基于ARQ的速率控制方案,即“信道条件ARQ速率控制”,该方案利用嵌入式编码设计了一种高效的无线视频重传策略。该方案实现了最大的信道利用率和在终端主机上感知到的平滑视频质量,在缓存约束下具有较低的实现复杂度。我们进行了大量的模拟,以验证所提出方案的效率和鲁棒性。
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引用次数: 17
Unequal error protection for foveation-based error resilience over mobile networks 移动网络中基于注视点的错误弹性的不等错误保护
Pub Date : 2000-12-01 DOI: 10.1109/ICIP.2000.899247
Sanghoon Lee, C. Podilchuk, Vidhya Krishnan, A. Bovik
In this paper, we introduce an unequal error protection technique for foveation-based error resilience over highly error-prone mobile networks. For point-to-point visual communications, visual quality can be significantly increased by using foveation-based error resilience where each frame is divided into foveated and background layers according to the gaze direction of the human eye, and two bitstreams are generated. In an effort to increase the source throughput of the foveated layer, we employ unequal delay-constrained ARQ and RCPC (rate compatible punctured convolutional) codes in H.223 Annex C. In the simulation, the visual quality is increased in the range of 0.3 dB to 1 dB over channel SNR 5 dB to 15 dB.
在本文中,我们介绍了一种针对高错误率移动网络中基于注视点的错误恢复的不平等错误保护技术。对于点对点的视觉通信,采用基于注视点的误差恢复能力,根据人眼的注视方向将每帧图像分为注视点层和背景层,并生成两个比特流,可以显著提高视觉质量。为了提高中心层的源吞吐量,我们在H.223附录c中采用不等延迟约束的ARQ和RCPC(速率兼容的针孔卷积)编码。在仿真中,在信道信噪比为5 dB至15 dB的情况下,视觉质量在0.3 dB至1 dB范围内提高。
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引用次数: 3
期刊
Proceedings 2000 International Conference on Image Processing (Cat. No.00CH37101)
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