.png){kind=icon}
返回
Multi-Resolution Intrinsic Texture Geometry-Based Local Binary Pattern for Texture Classification
.png){kind=icon}
OA
AI
DOI：10.1109/ACCESS.2020.2981720.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
In this paper, we propose a new hybrid Local Binary Pattern (LBP) based on Hessian matrix and Attractive Center-Symmetric LBP (ACS-LBP), called Hess-ACS-LBP.d The Hessian matrix provides the directional derivative information of different texture regions, while ACS-LBP reveals the local texture features efficiently.d To obtain the macro- and micro-structure textural changes, Hessian matrix is calculated in a multiscale schema.d Multiscale Hessian matrix presents the intrinsic local geometry of the texture changes.d The magnitude information of the Hessian matrix is used in the ACS-LBP method.d A cross-scale joint coding strategy is used to construct Hess-ACS-LBP descriptor.d Finally, histogram concatenation is carried out.d Extensive experiments on eight texture databases of CUReT, USPTex, KTH-TIPS2b, MondialMarmi, OuTeX TC_00013, XU HR, ALOT and STex validate the efficiency of the proposed method.d The proposed Hess-ACS-LBP method achieves about 20% improvement over the original LBP method and 1%-11% improvement over the other state-of-the-art hand-crafted LBP methods in terms of classification accuracy.d Besides, the experimental results show that the proposed method achieves up to 32% better results than the state-of-the-art deep learning based methods.d Especially, the performance of the proposed method on ALOT and STex datasets containing many classes is remarkable.
Keyword:
Hessian matrix
feature extraction
local binary patterns
texture classification
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
3.6
论文数:
9.8W
被引数:
29.4W
机构
引用论文
.png){kind=icon}
Local quadruple pattern: A novel descriptor for facial image recognition and retrieval局部四重模式: 用于面部图像识别和检索的新型描述符OAAI
OAAI分享收藏Local neighborhood difference pattern: A new feature descriptor for natural and texture image retrieval局部邻域差异模式: 用于自然和纹理图像检索的新特征描述符
PREAI
分享收藏分享收藏
查看更多内容