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Robust zero-watermarking algorithm based on discrete wavelet transform and daisy descriptors for encrypted medical image
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作者 Yiyi Yuan Jingbing Li +3 位作者 Jing Liu Uzair Aslam Bhatti Zilong Liu Yen-wei Chen 《CAAI Transactions on Intelligence Technology》 SCIE EI 2024年第1期40-53,共14页
In the intricate network environment,the secure transmission of medical images faces challenges such as information leakage and malicious tampering,significantly impacting the accuracy of disease diagnoses by medical ... In the intricate network environment,the secure transmission of medical images faces challenges such as information leakage and malicious tampering,significantly impacting the accuracy of disease diagnoses by medical professionals.To address this problem,the authors propose a robust feature watermarking algorithm for encrypted medical images based on multi-stage discrete wavelet transform(DWT),Daisy descriptor,and discrete cosine transform(DCT).The algorithm initially encrypts the original medical image through DWT-DCT and Logistic mapping.Subsequently,a 3-stage DWT transformation is applied to the encrypted medical image,with the centre point of the LL3 sub-band within its low-frequency component serving as the sampling point.The Daisy descriptor matrix for this point is then computed.Finally,a DCT transformation is performed on the Daisy descriptor matrix,and the low-frequency portion is processed using the perceptual hashing algorithm to generate a 32-bit binary feature vector for the medical image.This scheme utilises cryptographic knowledge and zero-watermarking technique to embed watermarks without modifying medical images and can extract the watermark from test images without the original image,which meets the basic re-quirements of medical image watermarking.The embedding and extraction of water-marks are accomplished in a mere 0.160 and 0.411s,respectively,with minimal computational overhead.Simulation results demonstrate the robustness of the algorithm against both conventional attacks and geometric attacks,with a notable performance in resisting rotation attacks. 展开更多
关键词 daisy descriptor DCT DWT encryption domain medical image ZERO-WATERMARKING
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Two-dimensional C_(2)N-based single-atom catalyst with complex microenvironment for enhanced electrochemical nitrogen reduction:A descriptor-based design
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作者 Enduo Dai Wei An +4 位作者 Ruixian Guo Xugen Shi Yunyi Li Yibo Wang Mingming Liu 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2024年第10期110-119,I0003,共11页
The catalytic descriptor with operational feasibility is highly desired towards rational design of high-performance catalyst especially the electrode/electrolyte solution interface working under mild conditions.Herein... The catalytic descriptor with operational feasibility is highly desired towards rational design of high-performance catalyst especially the electrode/electrolyte solution interface working under mild conditions.Herein,we demonstrate that the descriptorΩparameterized by readily accessible intrinsic properties of metal center and coordination is highly operational and efficient in rational design of single-atom catalyst(SAC)for driving electrochemical nitrogen reduction(NRR).Using twodimensional metal(M)-B_(x)P_(y)S_(z)N_m@C_(2)N as prototype SAC models,we reveal that^(*)N_(2)+(H~++e~-)→^(*)N_(2)H acts predominantly as the potential-limiting step(PLS)of NRR on M-B_(2)P_(2)S_(2)@C_(2)N and M-B_(1)P_(1)S_(1)N_(3)@C_(2)N regardless of the distinction in coordination microenvironment.Among the 28 screened M active sites,withΩvalues close to the optimal 4,M-B_(2)P_(2)S_(2)@C_(2)N(M=V(Ω=3.53),Mo(Ω=5.12),and W(Ω=3.92))and M-B_(1)P_(1)S_(1)N_(3)@C_(2)N(M=V(Ω=3.00),Mo(Ω=4.34),and W(Ω=3.32))yield the lowered limiting potential(U_(L))as-0.45,-0.54.-0.36,-0.58,-0.25,and-0.24 V,respectively,thus making them the promising NRR catalysts.More importantly,these SACs are located around the top of volcano-shape plot of U_(L) versusΩ,re-validatingΩas an effective descriptor for accurately predicting the high-activity NRR SACs even with complex coordination.Our study unravels the relationship between active-site structure and NRR performance via the descriptorΩ,which can be applied to other important sustainable electrocatalytic reactions involving activation of small molecules viaσ-donation andπ^(*)-backdonation mechanism. 展开更多
关键词 ELECTROCATALYSIS N_(2) reduction Single-atom catalyst descriptor DFT
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Building Facade Point Clouds Segmentation Based on Optimal Dual-Scale Feature Descriptors
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作者 Zijian Zhang Jicang Wu 《Journal of Computer and Communications》 2024年第6期226-245,共20页
To address the current issues of inaccurate segmentation and the limited applicability of segmentation methods for building facades in point clouds, we propose a facade segmentation algorithm based on optimal dual-sca... To address the current issues of inaccurate segmentation and the limited applicability of segmentation methods for building facades in point clouds, we propose a facade segmentation algorithm based on optimal dual-scale feature descriptors. First, we select the optimal dual-scale descriptors from a range of feature descriptors. Next, we segment the facade according to the threshold value of the chosen optimal dual-scale descriptors. Finally, we use RANSAC (Random Sample Consensus) to fit the segmented surface and optimize the fitting result. Experimental results show that, compared to commonly used facade segmentation algorithms, the proposed method yields more accurate segmentation results, providing a robust data foundation for subsequent 3D model reconstruction of buildings. 展开更多
关键词 3D Laser Scanning Point Clouds Building Facade Segmentation Point Cloud Processing Feature descriptors
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W-系统矩和Fourier变换下Volume Descriptors不变特征的三维模型检索 被引量:4
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作者 马自萍 康宝生 马金林 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2014年第4期609-616,共8页
针对V-系统矩难以构造快速算法的不足,提出一种W-系统矩及其快速算法,并融合volume descriptors不变特征应用于三维模型检索.首先对模型体素化;其次计算体素模型的W-系统矩和物体运动不变量,得到特征向量;最后进行特征融合及匹配.实验... 针对V-系统矩难以构造快速算法的不足,提出一种W-系统矩及其快速算法,并融合volume descriptors不变特征应用于三维模型检索.首先对模型体素化;其次计算体素模型的W-系统矩和物体运动不变量,得到特征向量;最后进行特征融合及匹配.实验结果表明,该算法的检索效率和性能均优于三维球面调和函数方法和三维Legendre矩方法. 展开更多
关键词 正交函数系 W-系统矩 VOLUME descriptors不变特征 三维模型检索
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一种面向多核处理器的高效并行PCA-SIFT算法 被引量:7
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作者 刘仲 邢彬朝 陈跃跃 《国防科技大学学报》 EI CAS CSCD 北大核心 2012年第4期103-107,共5页
提出一种面向多核处理器的并行PCA-SIFT算法,采用数据级并行方法实现并行的特征提取和特征点匹配,将计算任务分配到各个DSP核并行处理,充分开发多核处理器的多级并行性。实验结果表明,并行PCA-SIFT算法对各种不同图像形变的图像具有良... 提出一种面向多核处理器的并行PCA-SIFT算法,采用数据级并行方法实现并行的特征提取和特征点匹配,将计算任务分配到各个DSP核并行处理,充分开发多核处理器的多级并行性。实验结果表明,并行PCA-SIFT算法对各种不同图像形变的图像具有良好的适应性,具有接近串行PCA-SIFT算法的图像匹配能力,平均加速比达3.12。 展开更多
关键词 并行 pca-sift 图像匹配 多核处理器
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基于PCA-SIFT和马氏距离的SAR图像自动配准 被引量:8
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作者 张建勋 张凯文 牛文宾 《重庆理工大学学报(自然科学)》 CAS 2011年第10期40-45,共6页
针对SAR图像特征,提出了一种基于PCA-SIFT算法和马氏距离的SAR图像自动配准方法。首先,利用PCA-SIFT和马氏距离不变量理论相结合获得特征点及完成特征点配对;然后,利用RANSAC算法消除误匹配,并据此估计变换矩阵;最后,根据得到的变换矩... 针对SAR图像特征,提出了一种基于PCA-SIFT算法和马氏距离的SAR图像自动配准方法。首先,利用PCA-SIFT和马氏距离不变量理论相结合获得特征点及完成特征点配对;然后,利用RANSAC算法消除误匹配,并据此估计变换矩阵;最后,根据得到的变换矩阵进行图像间的映射,并对其进行重采样,实现SAR图像的自动配准。实验证明,该方法能够实现本文图像的配准,具有一定有效性和鲁棒性。 展开更多
关键词 pca-sift 马氏距离 RANSAC SAR图像配准
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PCA-SIFT特征匹配算法研究 被引量:8
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作者 李钦 游雄 +1 位作者 李科 张彦喜 《测绘工程》 CSCD 2016年第4期19-24,共6页
SIFT特征具有旋转、尺度和明暗变化的不变性,在图像匹配中得到广泛应用。针对SIFT特征匹配中耗时长、匹配点对少、准确率低的问题,提出PCA-SIFT特征匹配的方法。使用更加精简的方法构建特征点描述向量,通过预先构建的投影矩阵对描述向... SIFT特征具有旋转、尺度和明暗变化的不变性,在图像匹配中得到广泛应用。针对SIFT特征匹配中耗时长、匹配点对少、准确率低的问题,提出PCA-SIFT特征匹配的方法。使用更加精简的方法构建特征点描述向量,通过预先构建的投影矩阵对描述向量进行主成分分析,降低描述向量的维度从而提高了特征匹配的速度,同时降维也对描述向量进行了去噪提纯,使得匹配更加准确。实验证明,利用PCA-SIFT特征进行匹配在降低匹配耗时的同时,增加了匹配点对,匹配准确率也得到提高。 展开更多
关键词 pca-sift 特征匹配 描述向量 主成分分析
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FKPCA-SIFT算法在图像匹配中的应用 被引量:5
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作者 张宁丽 马燕 +2 位作者 李顺宝 徐衍鲁 程玮 《电视技术》 北大核心 2015年第7期21-24,42,共5页
SIFT是目前广泛应用于目标识别和图像匹配领域的算法,但其在使用过程中存在描述子维数过大、耗时时间长的缺点。针对这个问题,常用的解决办法是利用PCA算法对描述子进行降维,由于PCA是一种线性降维算法,因此它的使用具有局限性。对此,... SIFT是目前广泛应用于目标识别和图像匹配领域的算法,但其在使用过程中存在描述子维数过大、耗时时间长的缺点。针对这个问题,常用的解决办法是利用PCA算法对描述子进行降维,由于PCA是一种线性降维算法,因此它的使用具有局限性。对此,利用模糊K均值算法对其进行改进(称为FKPCA),并用改进的RANSAC算法消除误匹配点。实验结果表明,PCA-SIFT算法和FKPCA-SIFT都很好地保持了SIFT算法原有的优点,具有很高的匹配正确率。但相对于PCASIFT算法,FKPCA-SIFT不仅适用于线性降维也适用于非线性降维,具有更好的匹配精度,拓展了PCA-SIFT算法的适用范围。 展开更多
关键词 SIFT pca-sift FKpca-sift RANSAC 线性降维 非线性降维
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基于KPCA-SIFT描述符的图像配准 被引量:6
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作者 李伟 沈振康 《信号处理》 CSCD 北大核心 2009年第4期644-647,共4页
SIFT描述符是一种鲁棒的局部特征描述符,利用核主成分分析的特征提取方法,对每个特征点的SIFT特征进行降维处理。核主成分分析采用非线性方法提取主成分,是主成分分析的改进算法。本文描述了一种基于KPCA-SIFT描述符的高精度图像配准算... SIFT描述符是一种鲁棒的局部特征描述符,利用核主成分分析的特征提取方法,对每个特征点的SIFT特征进行降维处理。核主成分分析采用非线性方法提取主成分,是主成分分析的改进算法。本文描述了一种基于KPCA-SIFT描述符的高精度图像配准算法,通过对KPCA-SIFT特征的相似性度量得到匹配点对,再根据这些匹配点对对图像进行配准。实验结果表明,KPCA-SIFT特征精确、稳定、可靠,可以得到高精度的配准。 展开更多
关键词 图像配准 SIFT描述符 主成分分析 pca-sift 核主成分分析 Kpca-sift
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Static Output Feedback H_∞ Controllers Design for Descriptor Linear Systems Based on LMI 被引量:3
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作者 马合保 秦超英 《Chinese Quarterly Journal of Mathematics》 CSCD 2000年第2期57-65,共9页
This paper considers the design problem of static output feedback H ∞ controllers for descriptor linear systems with linear matrix inequality (LMI) approach. Necessary and sufficient conditions for the existence of... This paper considers the design problem of static output feedback H ∞ controllers for descriptor linear systems with linear matrix inequality (LMI) approach. Necessary and sufficient conditions for the existence of a static output feedback H ∞ controller are given in terms of LMIs. Furthermore, the design method of H ∞ controllers is provided using the solutions to the LMIs. 展开更多
关键词 descriptor linear systems static output feedback H control linear matrix inequality.
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基于PCA-SIFT特征检测的眼底图像拼接 被引量:5
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作者 魏丽芳 潘林 +1 位作者 黄琳琳 余轮 《微计算机信息》 2010年第8期11-13,共3页
确定稳定的特征点是图像配准和拼接的重要环节。针对传统基于特征的拼接方法需要原始图像具有明显的角点或边界信息的弱点,将PAC-SIFT(Principal Components Analysis-scale invariant keypoints)主成分不变特征检测算法引入到眼底图像... 确定稳定的特征点是图像配准和拼接的重要环节。针对传统基于特征的拼接方法需要原始图像具有明显的角点或边界信息的弱点,将PAC-SIFT(Principal Components Analysis-scale invariant keypoints)主成分不变特征检测算法引入到眼底图像拼接中。该算法在划分的特征子区域内用梯度构造特征量,并用主成分分析法(PCA)降低特征维数。在拼接时,采用淡入淡出算法完成眼底图像的拼接。实验结果表明:该算法能够有效实现眼底图像的精确配准和平滑。 展开更多
关键词 眼底图像 图像拼接 pca-sift特征 RANSAC
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基于PCA-SIFT的煤矿监控目标识别及行为分析 被引量:4
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作者 阚宝朋 《煤炭技术》 北大核心 2017年第12期230-232,共3页
运动目标轮廓识别是提升煤矿井下监控预测价值的基础,也是监控视频系统的开发难点。通过提出PCA-SIFT算法,运用该算法对煤矿监控运动目标进行识别,并将识别结果与传统Mean Shift算法对比。结果表明:PCA-SIFT算法可更加清晰地识别出井下... 运动目标轮廓识别是提升煤矿井下监控预测价值的基础,也是监控视频系统的开发难点。通过提出PCA-SIFT算法,运用该算法对煤矿监控运动目标进行识别,并将识别结果与传统Mean Shift算法对比。结果表明:PCA-SIFT算法可更加清晰地识别出井下图像轮廓,其帧处理效率和正确率更高,且运动目标跟踪误差十分稳定,可有效防止跟踪目标丢失。 展开更多
关键词 井下监控 pca-sift算法 目标识别
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基于改进的Orientation_based Minutia Descriptor指纹检索算法 被引量:1
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作者 梅园 曹国 +1 位作者 孙怀江 夏德深 《中国图象图形学报》 CSCD 北大核心 2010年第2期274-279,共6页
指纹检索通过有效地缩小指纹匹配空间,在很大程度上提高了指纹识别的效率,成为自动指纹识别系统中一个非常重要的研究方向。主要做了两方面的工作:发现已有Orientation_based Minutia Descriptor(OMD)存在旋转相关的问题并通过改进OMD... 指纹检索通过有效地缩小指纹匹配空间,在很大程度上提高了指纹识别的效率,成为自动指纹识别系统中一个非常重要的研究方向。主要做了两方面的工作:发现已有Orientation_based Minutia Descriptor(OMD)存在旋转相关的问题并通过改进OMD相似度计算方法有效地解决了该问题;提出了一种基于改进的OMD指纹检索算法,其主要过程为:依据改进的OMD相似度计算方法计算当前输入指纹与库中指纹每两个细节点间的OMD相似度,并基于该相似度获取粗糙对应点集;对粗糙对应点集中的每对对应点对,通过构造相邻局部特征向量进一步验证其正确性,获取精炼对应点集;重复上述两步骤获取当前输入指纹与库中剩余指纹的精炼对应点集;统计当前输入指纹与库中所有指纹的精炼对应点集中对应点数量,提取数量最多的前N个精炼对应点集,返回其在指纹库中对应的指纹标识。实验验证了提出算法的有效性。 展开更多
关键词 自动指纹识别系统 指纹检索 指纹分类 OMD
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Extract the Output Signal Characteristics of DC-DC Converter Based on Fourier Descriptor
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作者 钟洁 于盛林 刘守生 《Journal of Southeast University(English Edition)》 EI CAS 2002年第4期336-340,共5页
The precondition of realizing feedback controlling DC DC converter to avoid chaotic state is to judge the behavior of the converter and take corresponding measures. In this paper, the output signals under different ci... The precondition of realizing feedback controlling DC DC converter to avoid chaotic state is to judge the behavior of the converter and take corresponding measures. In this paper, the output signals under different circuit parameters of the PWM buck converter have been analyzed. The method of using Fourier descriptor to extract output signals characteristics is put forward and proved to be a gist of identifying and classifying the behavior of DC DC converter. This method can establish a good foundation fo... 展开更多
关键词 DC DC converter periodic orbits v i phase space Fourier descriptor
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基于PCA-SIFT算法的产品表面缺陷检测研究
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作者 赵静 孙宝华 《电子世界》 2014年第15期194-195,共2页
针对复杂产品表面正确性的快速自动无损检测问题,提出了一种基于PCA-SIFT算法的自动识别。该算法是对基于尺度旋转不变性(SIFT)算法的改进,在保证识别精确度的前提下,利用主元分析法(PCA)进行降维处理,改变了描述子的生成方式,以减少计... 针对复杂产品表面正确性的快速自动无损检测问题,提出了一种基于PCA-SIFT算法的自动识别。该算法是对基于尺度旋转不变性(SIFT)算法的改进,在保证识别精确度的前提下,利用主元分析法(PCA)进行降维处理,改变了描述子的生成方式,以减少计算的时间,提高算法的实时性,最后通过相关度计算判别各区域有无缺陷。实验表明在保证准确率的前提下本论文所提出的算法比单独使用SIFT算法平均可以节省0.5s。 展开更多
关键词 缺陷检测 旋转步长采样 投影法 pca-sift算法
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Shape retrieval using multi-level included angle functions-based Fourier descriptor 被引量:1
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作者 徐国清 穆志纯 徐烨 《Journal of Southeast University(English Edition)》 EI CAS 2014年第1期22-26,共5页
An effective shape signature namely multi-level included angle functions MIAFs is proposed to describe the hierarchy information ranging from global information to local variations of shape.Invariance to rotation tran... An effective shape signature namely multi-level included angle functions MIAFs is proposed to describe the hierarchy information ranging from global information to local variations of shape.Invariance to rotation translation and scaling are the intrinsic properties of the MIAFs.For each contour point the multi-level included angles are obtained based on the paired line segments derived from unequal-arc-length partitions of contour.And a Fourier descriptor derived from multi-level included angle functions MIAFD is presented for efficient shape retrieval.The proposed descriptor is evaluated with the standard performance evaluation method on three shape image databases the MPEG-7 database the Kimia-99 database and the Swedish leaf database. The experimental results of shape retrieval indicate that the MIAFD outperforms the existing Fourier descriptors and has low computational complexity.And the comparison of the MIAFD with other shape description methods also shows that the proposed descriptor has the highest precision at the same recall value which verifies its effectiveness. 展开更多
关键词 shape description image retrieval MULTI-LEVEL included angle function Fourier descriptor
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2DPCA-SIFT:一种有效的局部特征描述方法 被引量:29
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作者 颜雪军 赵春霞 袁夏 《自动化学报》 EI CSCD 北大核心 2014年第4期675-682,共8页
PCA-SIFT(Principal component analysis–scale invariant feature transform)方法通过对归一化梯度向量进行PCA降维,在保留特征不变性的同时,有效地降低了特征矢量的维数,从而提高了局部特征的匹配速度.但PCA-SIFT中对本征向量空间的... PCA-SIFT(Principal component analysis–scale invariant feature transform)方法通过对归一化梯度向量进行PCA降维,在保留特征不变性的同时,有效地降低了特征矢量的维数,从而提高了局部特征的匹配速度.但PCA-SIFT中对本征向量空间的求解非常耗时,极大地限制了PCA-SIFT的灵活性与应用范围.本文提出采用2DPCA对梯度向量块进行降维的特征描述方法.该方法相比于PCA-SIFT,可以快速地求解本征空间.实验结果表明:2DPCA-SIFT在多种图像变换匹配和图像检索实验中可以实现与PCA-SIFT相当的性能,并且从计算效率上看,2DPCA-SIFT具有更好的扩展性. 展开更多
关键词 2DPCA降维 局部特征描述 图像匹配 图像检索
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基于SIFT,PCA-SIFT和SURF特征检测方法的研究 被引量:4
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作者 李宏荣 李晓明 《太原师范学院学报(自然科学版)》 2012年第3期74-76,98,共4页
文章对SIFT,PCA-SIFT和SURF三种鲁棒性较强的特征检测方法作对比.文中运用KNN(K-Nearest Neighbor)和RANSAC的方法对这三种方法进行分析.其中KNN用于寻求匹配对,RANSAC用于从匹配对中剔除错误匹配.特征检测性能的鲁棒性主要是对图像旋... 文章对SIFT,PCA-SIFT和SURF三种鲁棒性较强的特征检测方法作对比.文中运用KNN(K-Nearest Neighbor)和RANSAC的方法对这三种方法进行分析.其中KNN用于寻求匹配对,RANSAC用于从匹配对中剔除错误匹配.特征检测性能的鲁棒性主要是对图像旋转、图像模糊、光照变化、尺度变化下的图像进行测试.在各种图像变换中SIFT都体现出了稳定性,但计算速度相对比较慢.SURF不仅与SIFT的性能相一致,而且还拥有较快的计算速度.PCA-SIFT在图像旋转和光照变化中有较好的性能. 展开更多
关键词 SIFT pca-sift SURF 特征检测
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Attitude sensor fault diagnosis based on Kalman filter of discrete-time descriptor system 被引量:8
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作者 ZhenhuaWang Yi Shen Xiaolei Zhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第6期914-920,共7页
To diagnose the fault of attitude sensors in satellites, this paper proposes a novel approach based on the Kalman filter of the discrete-time descriptor system. By regarding the sensor fault term as the auxiliary stat... To diagnose the fault of attitude sensors in satellites, this paper proposes a novel approach based on the Kalman filter of the discrete-time descriptor system. By regarding the sensor fault term as the auxiliary state vector, the attitude measurement system subjected to the attitude sensor fault is modeled by the discrete-time descriptor system. The condition of estimability of such systems is given. And then a Kalman filter of the discrete-time descriptor system is established based on the methodology of the maximum likelihood estimation. With the descriptor Kalman filter, the state vector of the original system and sensor fault can be estimated simultaneously. The proposed method is able to esti-mate an abrupt sensor fault as well as the incipient one. Moreover, it is also effective in the multiple faults scenario. Simulations are conducted to confirm the effectiveness of the proposed method. 展开更多
关键词 DISCRETE-TIME descriptor system Kalman filter satel-lite attitude sensor fault estimation.
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Delay-dependent H-infinity control for linear descriptor systems with delay in state 被引量:13
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作者 FanYANG QinglingZHANG 《控制理论与应用(英文版)》 EI 2005年第1期76-84,共9页
A deky-dependent H-infinity control for descriptor systems with a state-delayis investigated. The purpose of the problem is to design a linear memoryless state-feedbackcontroller such that the resulting closed-loop sy... A deky-dependent H-infinity control for descriptor systems with a state-delayis investigated. The purpose of the problem is to design a linear memoryless state-feedbackcontroller such that the resulting closed-loop system is regular, impulse free and stable with anH-infinity norm bound. Firstly, a deky-dependent bounded real lemma(BRL) of the time-deky descriptorsystems is presented in terms of linear matrix inequalities(LMIs) by using a descriptor modeltransformation of the system and by taking a new Lyapunov-Krasovsii functional. The introducedfunctional does not require bounding for cross terms, so it has less conservation. Secondly, withthe help of the obtained bounded real lemma, a sufficient condition for the existence of a newdeky-dependent H-infinity state-feedback controller is shown in terms of nonlinear matrixinequalities and the solvability of the problem can be obtained by using an iterative algorithminvolving convex optimization. Finally, numerical examples are given to demonstrate theeffectiveness of the new method presented. 展开更多
关键词 deky descriptor systems deky-dependent H-infinity control bounded reallemma(BRL) linear matrix inequalities (LMIs)
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