Face Verification via Class Sparsity Based Supervised Encoding
Citations
105 citations
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Cites background from "Face Verification via Class Sparsit..."
...L-CSSE is a supervised autoencoder formulation that utilizes a class sparsity based supervision penalty in the loss function to improve the classification capabilities of autoencoder based deep networks....
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...It is to be noted that for xMSB and grid attack, L-CSSE is able to achieve relatively better performance because L-CSSE is a supervised version of autoencoder which can handle noise better....
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...Using an open source implementation of Facenet, i.e., OpenFace, and the recently proposed VGG-Face, LightCNN, and L-CSSE networks, we conduct a series of experiments on the publicly available PaSC and MEDS databases....
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...In cases of LightCNN and L-CSSE, they both have shown higher performance with original images; however, as shown in Table 3, similar level of drops are observed....
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...Table 3 summarizes the effect of image processing based adversarial distortions on OpenFace, VGG-Face, LightCNN, L-CSSE, and COTS....
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98 citations
53 citations
Cites background from "Face Verification via Class Sparsit..."
...Despite the high classification performance obtained by deep learning techniques (Majumdar, Singh, and Vatsa 2016; He et al. 2015; Silver et al. 2016), they are highly susceptible to changes in the input space (Figure 3(c))....
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43 citations
References
23,814 citations
"Face Verification via Class Sparsit..." refers background in this paper
...An autoencoder consists of two parts: the encoder that maps the input to a latent space and the decoder that maps the latent representation to the reconstruction of the data [29], [30]....
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13,037 citations
9,950 citations
"Face Verification via Class Sparsit..." refers methods in this paper
...This has widely been used in signal processing (Basis Pursuit) [43] and machine learning (LASSO...
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...This has widely been used in signal processing (Basis Pursuit) [43] and machine learning (LASSO regression) [44]....
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8,289 citations
"Face Verification via Class Sparsit..." refers methods in this paper
...Two specific experiments are performed: (i) compare with OpenFace [58], which is an open source academic implementation of FaceNet [59] and (ii) replace CSSE and L-CSSE with discriminative RBM (D-RBM) [60] of same size in the proposed face verification framework (Fig....
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7,767 citations
"Face Verification via Class Sparsit..." refers background in this paper
...Several extensions have been proposed to the basic autoencoder architecture, for instance, stacked autoencoders [32] have multiple hidden layers and the corresponding cost function is represented as,...
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