Strokelets: A Learned Multi-scale Representation for Scene Text Recognition
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Cites background from "Strokelets: A Learned Multi-scale R..."
...Numerous inspiring ideas and effective approaches [5, 25, 26, 24, 27, 37, 11, 12, 7, 41, 42, 31] have been investigated....
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1,054 citations
Cites background from "Strokelets: A Learned Multi-scale R..."
...2013), text recognition (Almazán et al. 2014;Bissacco et al. 2013; Jaderberg et al. 2014;Mishra et al. 2012; Novikova et al. 2012; Rath and Manmatha 2007; Yao et al. 2014), or on combining both in end-to-end systems (Alsharif and Pineau 2014; Gordo 2014; Jaderberg et al....
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875 citations
709 citations
Cites background from "Strokelets: A Learned Multi-scale R..."
...In [207], a learned representation named Strokelets was proposed for character recognition....
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...Other solutions include aligning characters using unsupervised [123] or representative learning [207], discriminative...
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...substantially improved character classification performance by learning hierarchical multi-scale representations [205], [207]....
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References
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79,257 citations
"Strokelets: A Learned Multi-scale R..." refers background or methods in this paper
...• The SVM classifier used in [26] was replaced by Random Forest [4] because the latter can achieve similarly high accuracy as SVM and directly gives probabilities, which are more intuitive and interpretable....
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...Random Forest [4] is adopted as the strong classifier because of its high performance and efficiency....
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31,952 citations
"Strokelets: A Learned Multi-scale R..." refers background or methods in this paper
...Based on detection activations of strokelets, we introduce a histogram feature called Bag of Strokelets, in addition to the traditional feature HOG [6]....
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...HOG....
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...Following [3], we also adopt the HOG descriptor to describe characters....
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...[28, 27] used HOG templates [6] to match character instances in test images with training examples....
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...• The size of the patch descriptors (HOG [6]) is 3 × 3 (rather than 8 × 8) cells as they are sufficient for describing character parts....
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10,501 citations
8,736 citations
"Strokelets: A Learned Multi-scale R..." refers methods in this paper
...To incorporate spatial information, the Spatial Pyramid strategy [11] (1× 1 and 2× 2 grids) is also adopted....
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3,924 citations