LOCAL RADIUS INDEX - A NEW TEXTURE SIMILARITY FEATURE

被引:0
|
作者
Zhai, Yuanhao [1 ]
Neuhoff, David L. [1 ]
Pappas, Thrasyvoulos N. [2 ]
机构
[1] Univ Michigan, Dept EECS, Ann Arbor, MI 48109 USA
[2] Northwestern Univ, Dept EECS, Evanston, IL USA
关键词
texture similarity; image coding; retrieval; ROTATION; SCALE;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
We develop a new type of statistical texture image feature, called a Local Radius Index (LRI), which can be used to quantify texture similarity based on human perception. Image similarity metrics based on LRI can be applied to image compression, identical texture retrieval and other related applications. LRI extracts texture features by using simple pixel value comparisons in space domain. Better performance can be achieved when LRI is combined with complementary texture features, e.g., Local Binary Patterns (LBP) and the proposed Subband Contrast Distribution. Compared with Structural Texture Similarity Metrics (STSIM), the LRI-based metrics achieve better retrieval performance with much less computation. Applied to the recently developed structurally loss-less image coder, Matched Texture Coding, LRI enables similar performance while significantly accelerating the encoding.
引用
收藏
页码:1434 / 1438
页数:5
相关论文
共 50 条
  • [21] Unsupervised Local Feature Hashing for Image Similarity Search
    Liu, Li
    Yu, Mengyang
    Shao, Ling
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2016, 46 (11) : 2548 - 2558
  • [22] INTEGRATING LOCAL FEATURE AND GLOBAL STATISTICS FOR TEXTURE ANALYSIS
    Xu, Yong
    Huang, SiBin
    Ji, Hui
    [J]. 2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6, 2009, : 1377 - +
  • [23] Local Texture-Feature Description with Triangle Patterns
    Zhao Yue
    Su Jian-Bo
    Li Yi
    [J]. 2011 30TH CHINESE CONTROL CONFERENCE (CCC), 2011, : 3094 - 3099
  • [24] Feature extraction on local jet space for texture classification
    da Silva Oliveira, Marcos William
    da Silva, Nubia Rosa
    Manzanera, Antoine
    Bruno, Odernir Martinez
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2015, 439 : 160 - 170
  • [25] Adaptive motion estimation using local measures of texture and similarity
    Dockstader, SL
    Tekalp, AM
    [J]. 2000 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, PROCEEDINGS, VOLS I-VI, 2000, : 2091 - 2094
  • [26] Sigmoid similarity - a new feature-based similarity measure
    Likavec, Silvia
    Lombardi, Ilaria
    Cena, Federica
    [J]. INFORMATION SCIENCES, 2019, 481 : 203 - 218
  • [27] Image search approach based on local main color feature and texture feature
    Xu, Kun
    Li, Yan
    [J]. Xi'an Shiyou Daxue Xuebao (Ziran Kexue Ban)/Journal of Xi'an Shiyou University, Natural Sciences Edition, 2005, 20 (02): : 77 - 79
  • [28] FSITM: A Feature Similarity Index For Tone-Mapped Images
    Nafchi, Hossein Ziaei
    Shahkolaei, Atena
    Moghaddam, Reza Farrahi
    Cheriet, Mohamed
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2015, 22 (08) : 1026 - 1029
  • [29] FEATURE STRUCTURE SIMILARITY INDEX FOR HYBRID HUMAN AND MACHINE VISION
    Lin, Yongbing
    Wan, Lei
    Ma, Sha
    Zhang, Peike
    [J]. 2023 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP, 2023, : 1480 - 1484
  • [30] Multidirectional Gradient Feature With Shape Index for Effective Texture Classification
    Chen, Xi
    Li, Jiangmei
    Zhang, Yun Fei
    [J]. INTERNATIONAL JOURNAL ON SEMANTIC WEB AND INFORMATION SYSTEMS, 2022, 18 (01) : 1 - 19