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Multi-direction search algorithm for block motion estimation in H.264/AVC H.264/AVC中块运动估计的多方向搜索算法
Pub Date : 2009-03-21 DOI: 10.1049/IET-IPR.2008.0042
C. C. Lin, Y. Lin, H. Hsieh
Many efficient search algorithms such as three-step search, new three-step search, four-step search, block-based gradient descent search, diamond search and hexagon-based search are developed for block motion estimation (ME) to search for the optimal objective function. The block ME technique involves an optimisation problem. Although these algorithms can converge to a minimal point rapidly, they suffer from becoming trapped in local minimum if the objective function has multiple minima. To solve this problem, the hybrid multi-hexagon-grid search (UMHexagonS) algorithm has been proposed in H.264/AVC, in which an unsymmetrical-cross search and an uneven UMHexagonS are employed over a wide search range to find a nearly global minimum. The experiment shows that the hybrid UMHexagonS algorithm is computation expensive and is occasionally trapped in local minimum. The authors propose a novel and fast search algorithm, called multi-direction search (MDS) algorithm, which uses an MDS first to find all possible locally optimal points and then uses the extended hexagon search to refine these points for the final optimal motion vector. The experimental results indicate that a significant improvement in computation reduction (∼30 and 50% reduction in average search points, corresponding to 19 and 37% reduction in total encoding time, for MDS and fast MDS, respectively) can be achieved while maintaining better coding performance, compared with the hybrid UMHexagonS algorithm.
针对块运动估计,提出了三步搜索、新三步搜索、四步搜索、基于块的梯度下降搜索、菱形搜索和基于六边形搜索等高效的搜索算法来搜索最优目标函数。块ME技术涉及到一个优化问题。虽然这些算法可以快速收敛到极小点,但如果目标函数有多个极小值,它们就会陷入局部极小值。为了解决这一问题,在H.264/AVC中提出了混合多六边形网格搜索(UMHexagonS)算法,该算法在较宽的搜索范围内采用非对称交叉搜索和不均匀的混合六边形网格搜索来寻找接近全局的最小值。实验表明,混合umhexagon算法计算量大,有时会陷入局部最小值。本文提出了一种新的快速搜索算法,即多方向搜索(multi-direction search, MDS)算法,该算法首先利用多方向搜索找到所有可能的局部最优点,然后利用扩展六边形搜索对这些点进行细化,得到最终的最优运动向量。实验结果表明,与混合UMHexagonS算法相比,在保持更好的编码性能的同时,可以实现显著的计算减少(对于MDS和快速MDS,平均搜索点减少约30%和50%,对应于总编码时间减少19%和37%)。
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引用次数: 19
Histogram-based reversible data hiding for vector quantisation-compressed images 基于直方图的矢量量化压缩图像可逆数据隐藏
Pub Date : 2009-03-21 DOI: 10.1049/IET-IPR.2007.0220
P. Tsai
Reversible data hiding is required and preferable in many applications such as medical diagnosis, military, law enforcement, fine art work and so on. The author proposes to use reversible data hiding applications with a vector quantisation (VQ)-compressed image. The histogram of the prediction VQ-compressed image is explored. The prediction VQ encoded image is identical to traditional VQ encoding. The index of prediction encoded VQ images is modified to embed secret data. Furthermore, the VQ images can be completely reconstructed by the recovery procedure. The experimental results show the performance of the proposed method and the efficiency of the embedding, extraction and recovery procedures. In comparison with other VQ-based schemes, the proposed method provides a higher hiding capacity and a better stego-image quality. Also, the lossless VQ image is recovered.
在许多应用中,如医疗诊断、军事、执法、美术工作等,都需要可逆的数据隐藏。作者提出在矢量量化(VQ)压缩图像中使用可逆数据隐藏应用。研究了预测vq压缩图像的直方图。预测VQ编码后的图像与传统的VQ编码相同。对预测编码VQ图像的索引进行了修改,以嵌入秘密数据。此外,通过恢复程序可以完全重建VQ图像。实验结果表明了该方法的有效性以及嵌入、提取和回收过程的有效性。与其他基于vq的方法相比,该方法具有更高的隐藏能力和更好的隐写图像质量。同时,恢复了无损的VQ图像。
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引用次数: 69
Adaptive rate control for Motion JPEG2000 运动JPEG2000的自适应速率控制
Pub Date : 2009-03-21 DOI: 10.1049/IET-IPR.2008.0053
Ling X. Li, Meng-Xin Guo, Zhensong Wang
Rate and quality-constrained rate control is very effective for video applications, since it can maintain constant quality while eliminating local rate spikes. An adaptive rate control method based on image activity measures (ARCIAM) is proposed for Motion JPEG2000. The algorithm can efficiently adjust the compressed bit rates to meet the rate and quality constraints for different types of colour sequences. It predicts the rate-distortion (RD) slope thresholds for frames based on image activity measure (IAM) before entropy coding. Thus, the encoding of unnecessary coding passes can be avoided. Experimental results show that the proposed method can meet the quality and rate constraints, and can achieve quality performance comparable to post-compression rate distortion optimisation at the same bit rate. Under 3 bpp and 40 dB constraints, ARCIAM can reduce the total encoding time and tier-1 encoding time for sequences by more than 20 and 30 , respectively. Moreover, the memory requirement for buffering bit-streams and RD-slope information is reduced by more than 30 on average. Besides, the method can be incorporated into the line-based JPEG2000 encoding system easily, and has been implemented on Kakadu.
速率和质量约束的速率控制对于视频应用非常有效,因为它可以在消除局部速率峰值的同时保持恒定的质量。提出了一种基于图像活动度量的自适应速率控制方法(ARCIAM)。该算法可以有效地调整压缩比特率,以满足不同类型颜色序列的速率和质量约束。它在熵编码前基于图像活动度量(IAM)预测帧的率失真(RD)斜率阈值。因此,可以避免不必要的编码通道的编码。实验结果表明,该方法能够满足质量和速率的约束,在相同比特率下获得与后压缩率失真优化相当的质量性能。在3 bpp和40 dB约束下,ARCIAM可以将序列的总编码时间和第1层编码时间分别减少20和30以上。此外,缓冲比特流和rd斜率信息的内存需求平均减少了30%以上。此外,该方法可以方便地集成到基于线的JPEG2000编码系统中,并已在Kakadu上实现。
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引用次数: 4
Contrast enhancement and phase-sensitive boundary detection in ultrasonic speckle using Bessel spatial filters 基于贝塞尔空间滤波器的超声散斑对比度增强和相敏边界检测
Pub Date : 2009-03-21 DOI: 10.1049/IET-IPR.2008.0045
P. Shankar
Speckle in ultrasonic image systems adversely impacts the contrast and resolution in the image. This poses serious problems in the interpretation of B mode images of internal organs such as breast, liver, kidney and so on. In the absence of sufficient contrast, classifying the regions of interest into benign and malignant masses becomes error prone. Since some of the masses are uniquely identified in terms of the boundaries, poor contrast and resolution will result in difficulties with their identification. A new class of spatial filters based on cylindrical Bessel functions of the first kind is proposed for speckle reduction. These filters with complex impulse responses were explored for enhancing the contrast of speckled images. Hypothesising that the phase of the filtered image carries boundary information, the phase characteristics of four speckled images are also studied for detecting boundaries. Results indicate that these filters do improve the contrast and enhance the boundaries. It is shown that the phase map clearly indicates the existence of boundaries. A simple thresholding applied to the phase highlights the boundaries. The results show the strength of the Bessel spatial filters in improving contrast and highlighting boundaries without resorting to any additional edge-detection algorithms.
超声图像系统中的斑点会对图像的对比度和分辨率产生不利影响。这给乳腺、肝脏、肾脏等内脏器官的B型图像的解释带来了严重的问题。在缺乏充分对比的情况下,将感兴趣的区域划分为良性和恶性肿块容易出错。由于一些群众在边界上是唯一识别的,对比度和分辨率差会给他们的识别带来困难。提出了一种新的基于第一类圆柱贝塞尔函数的空间滤波器,用于消斑。探索了这些具有复杂脉冲响应的滤波器用于增强斑点图像的对比度。假设滤波图像的相位携带边界信息,研究了四幅散斑图像的相位特征,用于边界检测。结果表明,这些滤波器确实提高了对比度,增强了边界。结果表明,相图清楚地表明了边界的存在。应用于阶段的简单阈值突出显示了边界。结果表明贝塞尔空间滤波器在提高对比度和突出边界方面的强度,而不需要任何额外的边缘检测算法。
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引用次数: 7
Rate control algorithm based on intra-picture complexity for H.264/AVC 基于H.264/AVC帧内复杂度的速率控制算法
Pub Date : 2009-02-03 DOI: 10.1049/IET-IPR:20080088
G. Lee, Hongfei Lin, M.-J. Wang
An efficient rate control algorithm based on the content-adaptive initial quantisation parameter (QP) setting scheme and the peak signal-to-noise ratio (PSNR) variation-limited bit-allocation strategy for low-complexity mobile applications is presented. This algorithm can efficiently measure the residual complexity of intra-pictures without performing the computation-intensive intra-prediction and mode decision in H.264/AVC, based on the structural and statistical features of local textures. This can adaptively set proper initial QP values for versatile video contents. In addition, this bit-allocation strategy can effectively distribute bit-rate budgets based on the monotonic property to enhance overall coding efficiency while maintaining the consistency of visual quality by limiting the variation of quantisation distortion. The experimental results reveal that the proposed algorithm surpasses the conventional rate control approaches in terms of the average PSNR from 0.34 to 0.95 dB. Moreover, this algorithm provides more impressive visual quality and more robust buffer controllability when compared with other algorithms.
针对低复杂度移动应用,提出了一种基于内容自适应初始量化参数(QP)设置方案和峰值信噪比(PSNR)限变比特分配策略的高效速率控制算法。该算法基于局部纹理的结构特征和统计特征,无需进行H.264/AVC中需要大量计算量的图像内部预测和模式决策,即可有效地测量图像内部的残差复杂度。这可以自适应地为各种视频内容设置适当的初始QP值。此外,该比特分配策略可以有效地基于单调性分配比特率预算,提高整体编码效率,同时通过限制量化失真的变化保持视觉质量的一致性。实验结果表明,该算法的平均PSNR在0.34 ~ 0.95 dB范围内优于传统的速率控制方法。与其他算法相比,该算法具有更好的视觉质量和更强的缓冲可控性。
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引用次数: 11
Probabilistic relevance feedback approach for content-based image retrieval based on gaussian mixture models 基于高斯混合模型的基于内容的图像检索的概率相关反馈方法
Pub Date : 2009-02-03 DOI: 10.1049/IET-IPR:20080012
Apostolos Marakakis, N. Galatsanos, A. Likas, A. Stafylopatis
A new relevance feedback (RF) approach for content-based image retrieval is presented. This approach uses Gaussian mixture (GM) models of the image features and a query that is updated in a probabilistic manner. This update reflects the preferences of the user and is based on the models of both the positive and negative feedback images. The retrieval is based on a recently proposed distance measure between probability density functions, which can be computed in closed form for GM models. The proposed approach takes advantage of the form of this distance measure and updates it very efficiently based on the models of the user-specified relevant and irrelevant images. It is also shown that this RF framework is fairly general and can be applied in case other image models or distance measures are used instead of those proposed in this work. Finally, comparative numerical experiments are provided, which that demonstrate the merits of the proposed RF methodology and the use of the distance measure, and also the advantages of using GMs for image modelling.
提出了一种新的基于内容的图像检索相关反馈方法。该方法使用图像特征的高斯混合(GM)模型和以概率方式更新的查询。此更新反映了用户的偏好,并基于正面和负面反馈图像的模型。检索是基于最近提出的概率密度函数之间的距离度量,它可以以GM模型的封闭形式计算。该方法利用了这种距离度量的形式,并基于用户指定的相关和不相关图像的模型对其进行了非常有效的更新。研究还表明,该RF框架是相当通用的,可以应用于使用其他图像模型或距离测量而不是本工作中提出的那些。最后,提供了比较数值实验,证明了所提出的射频方法和使用距离度量的优点,以及使用gm进行图像建模的优点。
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引用次数: 14
期刊
IET Image Process.
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