Local binary pattern (LBP) has been investigated as prominent feature in image classification for decades because of its strong discriminative ability and simple computation complexity, however, it extracts patterns in local circular space, ignoring the patterns located in local line-geometry space. In...
This section includes description of Gabor filter, histogram features of local binary patterns, information fusion schemes and classification of seizure and seizure-free EEG signals. Section 3 provides description of dataset and presents experimental results and discussion. Finally, concluding remarks are ...
img[:, :, colour_channel] = skimage.feature.local_binary_pattern( img[:, :, colour_channel], 8,1.0,method='var') plt.imshow(img); plt.show() """Gray scale and rotation invariant LBP (Local Binary Patterns). LBP is an invariant descriptor that can be used for texture classification....
参考文献 [1] D. Huang, C. Shan, M. Ardabilian, Y. Wang, and L. Chen, “Local Binary Patterns and Its Application to Facial Image Analysis A Survey,” Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on, vol. 41, pp. 765-981, 2011. [2] T. Oj...
In particular, it is well known that image textures constitute power visual cues for feature extraction and classification. In the past few years the local binary pattern (LBP) approach, a texture descriptor method proposed by Ojala et al., has gained increased acceptance due to its computational...
Medical image classification using spatial adjacent histogram based on adaptive local binary patterns.医学图像分类使用空间相邻直方图基于自适应局部二进制模式
提出一种局部二值卷积(Local binary convolution,LBC)可以用来替代传统的卷积神经网络的卷积层,这样设计的灵感来自于局部二值模式(LBP)。LBC主要由一个预先定义好的稀疏二值卷积滤波器,这个滤波器在整个训练过程中是不可学习的,还有一个非线性激活函数,以及一部分可以学习的权重。线性的权重参数结合被激活的滤波器可以...
Signal,Image&Video ProcessingChen C, Zhang B, Su H, et al. Land-use scene classification using multi-scale completed local binary patterns[J]. Signal Image & Video Processing, 2015.Chen, C.; Zhang, B.; Su, H.; Li, W.; Wang, L. Land use scene classification using multi-scale ...
3.2 Local Binary Patterns The LBP is an efficient method used for texture feature extraction. This method is very popular for face detection and pattern recognition approaches. The LBP operator transforms an image into an array or image of integer labels describing small-scale appearance of the ima...
Kumar, T.S., Kanhangad, V., Pachori, R.B.: Classification of seizure and seizure-free EEG signals using local binary patterns. Biomed. Signal Process. Control 15, 33–40 (2015) Liu, L., Fieguth, P., Guo, Y., Wang, X., Pietikäinen, M.: Local binary features for texture cl...