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基于稀疏表示的极化SAR舰船目标检测,有益于学者学习-Polarization SAR ship target detection based on sparse representation, is conducive to academic study
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该算法首先通过字典学习得到含噪图像的冗余字典,然后对相似的图像块进行聚类构成块群,并通过迭代收缩和L1正则化约束,对同类的图像块在字典上进行稀疏表示,以达到降噪的目的。实验结果表明,在常规的图像处理上,本文提出的算法能较好的保留图像的结构信息,与K-SVD和BM3D等现有的流行算法相比,具有更高的峰值信噪比(PSNR)-It firstly get the redundant dictionary of a noised image by dictionary learning.Then,the
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Recent research has shown the speed advantage of extreme learning machine (ELM) and the accuracy
advantage of sparse representation classification (SRC) in the area of image classification. Those two
methods, however, have their respective drawback
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杨建超文献CVPR08超分辨重建的源代码(Image Super-Resolution via Sparse Representation-yang)
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基于低秩和稀疏表达的迁移子空间学习算法的代码(A migration subspace learning algorithm based on low rank and sparse representation)
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单幅图像超分辨处理 深度学习 稀疏表示 字典学习(Single image, super-resolution processing, depth learning, sparse representation, dictionary learning)
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稀疏编码图像分类, 稀疏表示创始人写的PPT,内容精彩,分析清晰,易于理解(sparse coding image classification, PPT written by the original author of sparse representation, the PPT content is easy to realize with clear illustration and analysis.)
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杨建超基于稀疏表示的超分辨率方法,很好的算法(Yang Jianchao based on sparse representation of the super-resolution method, a good algorithm)
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K-SVD算法用于稀疏表达,基于OMP算法。(The algorithm is apply for sparse representation)
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K-SVD算法用于稀疏表达,基于OMP算法。(The algorithm is apply for the sparse representation.)
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图像去噪修复的典型算法代码包,包含基于稀疏表示的KSVD图像去噪,BM3D彩色图像去噪代码,TV图像修复代码,MCA图像修复代码。(Typical image denoising algorithm code package, including sparse representation based on KSVD image denoising, BM3D color image denoising code, TV image restoration code, MCA image res
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Dimensionality Reduction for Sparse Representation
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利用匹配追踪对信号进行稀疏分解,得到其稀疏表示形式(The use of matching pursuit for sparse decomposition of the signals, by their sparse representation)
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中心稀疏表达去除高斯噪声,iccv会议论文源码,内含文献,原文题目Centralized Sparse Representation for Image Restoration(Centralized Sparse Representation for Image Restoration)
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这是文章《Sparse Representation For Computer Vision and
Pattern Recognition》的对应的稀疏表示代码,非原创,转载而来,供大家交流学习。(This is the code of SRC algorithm,and it's reproduced from others.)
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匹配追踪算法,一种可用于计算稀疏表示的贪婪算法(Matching pursuit algorithm, a greedy algorithm for sparse representation)
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一种在matlab环境下的计算稀疏表示的学习字典的算法(A learning dictionary algorithm for computing sparse representation in Matlab environment)
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A Sparse Representation-Based Wavelet Domain
Speech Steganography Method
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这个软件包主要是用于基于contourlet变换的图像稀疏表示。(I'ts a software about image sparse representation based on contourlet.)
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实现图像的稀疏编码,采用k-svd进行字典学习,omp算法进行稀疏表示系数的计算,内附有去噪例子(To achieve the image sparse coding, using K-SVD dictionary learning, OMP algorithm for sparse representation of the calculation of factors, with examples of denoising)
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