Robust learning in adaptive processing of data structures for tree representation based image classification

被引：0
|
作者：
Cho, SY [1 ]
Chi, ZR [1 ]
Wang, ZY [1 ]
Siu, WC [1 ]
机构：
[1] Hong Kong Polytech Univ, Dept Elect & Informat Engn, Ctr Multimedia Signal Proc, Kowloon, Hong Kong, Peoples R China
来源：
16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL II, PROCEEDINGS | 2002年
关键词：
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, a novel robust learning in adaptive processing of data structures for tree representation based image classification is proposed. The idea of this learning scheme is to optimize the free parameters of the node representation in data structures by using the layer-by-layer least squares method. The vanishing of gradient information can be recovered to overcome in learning long-term dependency problem for this adaptive processing.
引用
收藏
页码：108 / 111
页数：4
相关论文
共 50 条
  • [31] Introduction to the issue on Adaptive Sparse Representation of Data and Applications in Signal and Image Processing
    Starck, Jean-Luc
    Fadili, Jalal
    Elad, Michael
    Nowak, Robert
    Tsakalides, Panagiotis
    IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2011, 5 (05) : 893 - 895
  • [32] Learning double weights via data augmentation for robust sparse and collaborative representation-based classification
    Zeng, Shaoning
    Zhang, Bob
    Gou, Jianping
    MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (29-30) : 20617 - 20638
  • [33] Representation-based Hyperspectral Image Classification with Imbalanced Data
    Li, Jiaojiao
    Du, Qian
    Li, Wei
    Li, Yunsong
    2016 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2016, : 3318 - 3321
  • [34] Adaptive Class Preserving Representation for Image Classification
    Mi, Jian-Xun
    Fu, Qiankun
    Li, Weisheng
    30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017), 2017, : 2624 - 2632
  • [35] ADAPTIVE SPARSE REPRESENTATION FOR HYPERSPECTRAL IMAGE CLASSIFICATION
    Li, Wei
    Du, Qian
    2015 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2015, : 4955 - 4958
  • [36] Image Processing Based Data Extraction From Graphical Representation
    Reddy, Viswanath K.
    Kaushik, C. M.
    2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTER GRAPHICS, VISION AND INFORMATION SECURITY (CGVIS), 2015, : 190 - 194
  • [37] Adaptive robust speech processing based on acoustic noise estimation and classification
    Beritelli, F
    Casale, S
    Serrano, S
    2005 IEEE INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND INFORMATION TECHNOLOGY (ISSPIT), VOLS 1 AND 2, 2005, : 773 - 777
  • [38] Adaptive processing of face emotion tree structures
    Wong, Jia-Jun
    Cho, Siu-Yeung
    18TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 1, PROCEEDINGS, 2006, : 1184 - +
  • [39] CLASS-BASED VARIATIONAL REPRESENTATION LEARNING FOR ROBUST IMAGE RETRIEVAL
    Passalis, Nikolaos
    Tefas, Anastasios
    Iosifidis, Alexandros
    Gabbouj, Moncef
    2019 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2019, : 854 - 858
  • [40] Fast and Robust Dictionary-based Classification for Image Data
    Zeng, Shaoning
    Zhang, Bob
    Gou, Jianping
    Xu, Yong
    Huang, Wei
    ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA, 2021, 15 (06)
12345