A novel method for the extraction of primary visual features from an image through intelligent feature descriptors
Citations
Cites background or methods from "A novel method for the extraction o..."
...The circular sign board images are detected by making use of the colorbased and/or the shape-based methods, for example, if we consider the research work which is carried out by [21][22][23][24][25]....
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...There is an urgent need for incorporating an automatic system for the purpose of recognizing the sign boards and is considered to be a main factor for building an autonomous navigation system [19][22][23][24][25]....
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...An SVM segmentation approach for traffic sign recognition was given in [17][19][22][23][24], while in [18][19][22][23][25], an effective strategy helping in the process of recognizing slanted speed limit signs by extracting the rotation invariant features with the help of Fourier based wavelet descriptor was introduced....
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...If we take the example of digit-based methods, the process of extracting multiple characters for recognizing numerical portrait of velocity which is exhibited by a moving vehicle rather than classifying a complete sign board image treating it as a single entity is performed [18][22][24][25]....
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...rectangular sign board images [15][18][21][22][24][25]....
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References
195 citations
"A novel method for the extraction o..." refers background in this paper
...It can be very well understood from this study that a comparatively greater emphasis was laid in enhancing the accuracy of existing methodologies prevalent in detecting and recognizing sign boards in an automatic fashion thereby resulting in the reduction of number of support vectors which are required in due course of the complete process leading to a suddenfall in the necessity of memory and time for testing new samples [14][19][20][22]....
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181 citations
"A novel method for the extraction o..." refers background or methods in this paper
...An SVM segmentation approach for traffic sign recognition was given in [10][12][16][19], while in [14][17][21][25], an effective strategy helping in the process of recognizing slanted speed limit signs by extracting the rotation invariant features with the help of Fourier based wavelet descriptor was introduced....
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...An entirely different approach that is suitable for classifying sign boards belonging to different classes by using the ECOC technique was introduced in [2][4][6][8][12]....
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...One of the major challenging tasks which is confronted by modern car manufacturing companies is to recognize the sign boards correctly particularly in an uncontrolled environment [9] [10] [12] [15]....
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...By using the concept of a class similarity measure that is learnt from image pairs, realization was achieved with the help of a new newer version of the existing AdaBoost algorithm which is known as SimBoost algorithm [5][7][8][10][12]....
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...In [8][12][14][16][17], a comparison was performed taking into account the class specific sets of discriminative local regions in between a discrete color image of the viewed sign with other images....
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137 citations
"A novel method for the extraction o..." refers background or methods in this paper
...A color insensitive Haar wavelets feature combined with the AdaBoost algorithm was introduced in to develop a country-independent recognition module [11][13][15][16][19]....
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...192 were learnt in offline mode from the standard templates of sign board images [11][13][15][16][19]....
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...In [11][13][14][16], a shape-based classification was developed using an SVM....
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124 citations
105 citations
"A novel method for the extraction o..." refers background or methods in this paper
...An entirely different approach that is suitable for classifying sign boards belonging to different classes by using the ECOC technique was introduced in [2][4][6][8][12]....
[...]
...By using the concept of a class similarity measure that is learnt from image pairs, realization was achieved with the help of a new newer version of the existing AdaBoost algorithm which is known as SimBoost algorithm [5][7][8][10][12]....
[...]
...In [8][12][14][16][17], a comparison was performed taking into account the class specific sets of discriminative local regions in between a discrete color image of the viewed sign with other images....
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...The area of Intelligent Transportation Systems is gaining popularity nowadays and many car manufacturing companies are focusing their eyes on the area of Advanced Driver Assistance Systems since it contains a broad spectrum available for carrying out research and development especially in the domain of Traffic Sign Recognition [4][5] [8]....
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...The results which were obtained from the various classifier algorithms were combined over time and merging of the signs that are quite similar on both the sides of the roadway was accomplished taking help of fusion module that incorporated combining a Bayesian network and a decision tree [6][8][10][12][14]....
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