On video based face recognition through adaptive sparse dictionary
Citations
57 citations
Cites background from "On video based face recognition thr..."
..., 2015 [13]1 Adaptive Sparse Dictionary 82....
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...…Nine-layer deep network 91.4 % (unrestricted) Wang et al., 2015 [12]1 Discriminant Analysis on Riemannian manifold of Gaussian distributions 73.01 AUC Khan et al., 2015 [13]1 Adaptive Sparse Dictionary 82.9% Li et al., 2015 [14]1 Eigen-PEP for video face recognition 84.8% Li et al., 2015 [15]1…...
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3 citations
Additional excerpts
..., 2015 [99](1) Adaptive Sparse Dictionary 82....
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References
13,037 citations
9,658 citations
"On video based face recognition thr..." refers background or methods in this paper
...Our method falls under the dictionary-based approach, which stemmed from the SRC algorithm [3]....
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...Due to the sparse nature of the solution, the occlusion/illumination/noise variations are also sparse in nature [3]....
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...In the original SRC method [3] and it’s variants [5], [13], the training matrix A is built only once and never changed throughout the process....
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...To tackle the issues related to change in illumination and occlusion in face recognition from still images, the sparse representation-based face recognition method was proposed in [3]....
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...original SRC method, which is linear in terms of the number of training images [3]....
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1,423 citations
"On video based face recognition thr..." refers background or methods or result in this paper
...In order to compare the results with existing methods, we follow an experimental setup that closely follows that of [2]....
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...For testing, we adhered to the same criteria of same/notsame output as described in [2]....
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...Moreover, video-based face recognition poses additional challenges in the form of rapid change in pose, illumination, occlusion etc [2]....
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...The other methods that directly compare the results with [2] are also based on some form of similarity score measurement....
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...In this section, we provide recognition results of our proposed method on the well-known YouTube Face Database....
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669 citations
"On video based face recognition thr..." refers methods in this paper
...Despite achieving good robustness against occlusion and change in illumination, the SRC method is very sensitive towards pose and alignment change [4], [5]....
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493 citations
"On video based face recognition thr..." refers methods in this paper
...Most of the sequence-based approaches use Hidden Markov Models to utilize the temporal information [11], [12]....
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