Iterative Quantization: A Procrustean Approach to Learning Binary Codes for Large-Scale Image Retrieval
Citations
1,139 citations
Cites background or methods from "Iterative Quantization: A Procruste..."
...Many learning-based binarization or product quantization methods are available, such as Spectral Hashing (Weiss et al., 2008), Iterative Quantization (Gong et al., 2012), and Catesian kmeans (Norouzi & Fleet, 2013), among others....
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..., 2008), Iterative Quantization (Gong et al., 2012), and Catesian kmeans (Norouzi & Fleet, 2013), among others....
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984 citations
923 citations
Cites background or methods from "Iterative Quantization: A Procruste..."
...The proposed method is compared against several state-of-the-art supervised hashing methods including BRE [13], MLH [24], SSH [34], CCA-ITQ [10], KSH [20], FastHash [17] and unsupervised methods including PCA-ITQ [10], AGH [21] and IMH [29] with t-SNE [33]....
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...Iterative Quantization (ITQ) [10] is an effective approach to decrease the quantization error by applying an orthogonal rotation to projected training data....
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...The representative algorithms in this category include unsupervised PCA Hashing [34], Iterative Quantization (ITQ) [10], Isotropic Hashing [12], etc....
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...As an extension of linear hash functions, a variety of algorithms have been proposed to generate nonlinear hash functions in a kernel space, including Binary Reconstructive Embedding (BRE) [13], Random Maximum Margin Hashing (RMMH) [11], Kernel-Based Supervised Hashing (KSH) [20], the kernel variant of ITQ [10], etc....
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...Hashing has attracted considerable attention of researchers in computer vision, machine learning, information retrieval and related areas [8,10,16,20,21,31,34,38,40]....
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848 citations
Cites methods from "Iterative Quantization: A Procruste..."
...This line of works includes unsupervised techniques based on hashing as well as supervised approaches using Linear Discriminant Analysis [3, 9, 24], boosting [29], and convex optimization [23]....
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838 citations
References
49,639 citations
"Iterative Quantization: A Procruste..." refers methods in this paper
...Section 4 describes the supervised version of our method based on CCA....
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46,906 citations
"Iterative Quantization: A Procruste..." refers methods in this paper
...SIFT [26] and color descriptors [35] are extracted from 24 24 patches every 6 pixels at 5 scales (by resizing the image by a factor ffiffiffi 2 p...
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15,005 citations
7,848 citations
"Iterative Quantization: A Procruste..." refers methods in this paper
...To learn the classemes, we randomly pick 950 classes from ILSVRC2010 and train LIBLINEAR SVM classifiers [9] on them....
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6,882 citations
"Iterative Quantization: A Procruste..." refers methods in this paper
...We represent them with grayscale GIST descriptors [11] computed at 8 orientations and 4 different scales, resulting in 320dimensional feature vectors....
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