3D local binary patternMagnetic resonance imagingMinimum redundancy maximum relevanceComputer-aided diagnosis (CAD) of Parkinson's disease (PD) using structural magnetic resonance imaging is an emerging research field for the pattern recognition community. The existing research works have utilized gray ...
深入解读基于LBP的卷积深度神经网络Local binary convolutional neural networks(LBCNN) 背景介绍 Timo Ojala等人先后于1994, 1996年发表论文[1][2]提出了一种纹理图像分类特征Local binary pattern(LBP),该特征在图像纹理分类的时候具有灰度不变性。其具体操作如下: 1、首先将图像按照像素中的灰度值进行表示,通过一个3...
In this paper, authors have presented a novel and original framework for extracting local binary pattern like facial descriptor from 3D images using Shape-Index, which have been termed as a 'SI-Local Binary Pattern' or simply 'SI-LBP'. This framework could be adapted to all the LBP ...
Local binary pattern (LBP) has already been proved to be a powerful measure of image texture with fixed sampling scheme: all P neighbor pixels in a single-scale are usually sampled by using a fixed radius R. It can effectively address grayscale and rotation variations. However, the LBP metho...
Local Binary Pattern,Texture Analysis Field,Face Recognition Field,Multi-Feature Fusion Full-TextCite this paperAdd to My Lib Abstract: 局部二值模式(Local binary pattern, LBP)是一种像素层的局部特征,编码了中心像素与周围像素之间的相对强度值。由于其理论简单、计算高效,具有较高的特征辨别力和较低的计算...
Local binary pattern The local binary pattern (LBP) is a non-parametric operator which describes the local spatial structure of an image [12,41]. Ojala et al. [41] introduced this operator and showed its high discriminative power for texture classification. At a given pixel position (xy), ...
Automatic and reliable segmentation of the hippocampus from magnetic resonance (MR) brain images is extremely important in a variety of neuroimage studies. To improve the hippocampus segmentation performance, a local binary pattern based feature extracti
For each neighbor, if the neighbor’s entropy is greater than or equal to the center pixel’s entropy, assign a binary value of 1; otherwise, it is 0. This forms a binary pattern for each pixel. The binary pattern can be converted into a decimal number. This number represents the LB...
Huang Y, Wang Y, Tan T (2006) Combining statistics of geometrical and correlative features for 3D face recognition. In Proc Brit Mach Vis Conf, 879–888 Huang D, Wang Y, Wang Y (2007) A robust method for near infrared face recognition based on extended local binary pattern. In proc. ...
Ogla R, Saeid AA, Shaker SH (2022) Technique for recognizing faces using a hybrid of moments and a local binary pattern histogram. Int J Electr Comput Eng 12(3):2571–2581 Google Scholar Kaya Y, Ertugrul OF, Tekin R (2015) Two novel local binary pattern descriptors for texture analysis...