IMAGE CLASSIFIERS FOR SCENE ANALYSIS

被引:0
|
作者
Le Saux, Bertrand [1 ]
Amato, Giuseppe [1 ]
机构
[1] CNR Pisa, ISTI, Via G Mortizzi 1, I-56124 Pisa, Italy
关键词
scene analysis; feature selection; image classification; kernel methods;
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
The semantic interpretation of natural scenes, generally so obvious and effortless for humans, still remains a challenge in computer vision. We intend to design classifiers able to annotate images with keywords. Firstly, we propose an image representation appropriate for scene description: images are segmented into regions and indexed according to the presence of given region types. Secondly, we propound a classification scheme designed to separate images in the descriptor space. This is achieved by combining feature selection and kernel-method-based classification.
引用
收藏
页码:39 / 44
页数:6
相关论文
共 50 条
  • [1] Nearest-neighbour classifiers in natural scene analysis
    Singh, S
    Haddon, J
    Markou, M
    PATTERN RECOGNITION, 2001, 34 (08) : 1601 - 1612
  • [2] Automated classifiers for quantitative image analysis
    Orlov, N
    Macura, T
    Goldberg, IG
    MOLECULAR BIOLOGY OF THE CELL, 2004, 15 : 352A - 352A
  • [3] A Comparative Analysis of Classifiers for Image Classification
    Chugh, Roger Singh
    Bhatia, Vardaan
    Khanna, Karan
    Bhatia, Vandana
    PROCEEDINGS OF THE CONFLUENCE 2020: 10TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING, DATA SCIENCE & ENGINEERING, 2020, : 248 - 253
  • [4] LOGICAL CLASSIFIERS FOR IMAGE-ANALYSIS IN MEDICINE
    VOSS, K
    SIMON, H
    WENZELIDES, K
    ANALYTICAL AND QUANTITATIVE CYTOLOGY AND HISTOLOGY, 1981, 3 (01): : 39 - 42
  • [5] Scene analysis using segmented image
    Tavdishvili, O
    Sulaberidze, T
    7TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL IV, PROCEEDINGS: IMAGE, ACOUSTIC, SPEECH AND SIGNAL PROCESSING, 2003, : 291 - 293
  • [6] THE USE OF CLASSIFIERS: ANALYSIS OF THE VISUAL IMAGE IN NARRATIVES
    Barbosa, Gabriela Otaviani
    Feitosa, Jefferson Brandao
    HUMANIDADES & INOVACAO, 2021, 8 (37): : 279 - 291
  • [7] Shallow and deep learning classifiers in medical image analysis
    Francesco Prinzi
    Tiziana Currieri
    Salvatore Gaglio
    Salvatore Vitabile
    European Radiology Experimental, 8
  • [8] Shallow and deep learning classifiers in medical image analysis
    Prinzi, Francesco
    Currieri, Tiziana
    Gaglio, Salvatore
    Vitabile, Salvatore
    EUROPEAN RADIOLOGY EXPERIMENTAL, 2024, 8 (01)
  • [9] ANALYSIS OF VHR IMAGE CLASSIFICATION BY SINGLE AND ENSEMBLE OF CLASSIFIERS
    Lacerda, M. G.
    Shiguemori, E. H.
    Damiao, A. J.
    Anjos, C. S.
    Habermann, M.
    2020 IEEE LATIN AMERICAN GRSS & ISPRS REMOTE SENSING CONFERENCE (LAGIRS), 2020, : 126 - 131
  • [10] A PROPOSED MODEL FOR THERMAL IMAGE SCENE ANALYSIS
    MARSHALL, SJ
    MUNIS, RH
    PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS, 1985, 520 : 36 - 39