Semantic labeling of digital photos by classification

被引:0
|
作者
Ciocca, G [1 ]
Cusano, C [1 ]
Schettini, R [1 ]
Brambilla, C [1 ]
机构
[1] CNR, ITC, TIM, I-20131 Milan, Italy
来源
INTERNET IMAGING IV | 2003年 / 5018卷
关键词
image classification; pictorial features; Classification And Regression Trees; bagging; reject option;
D O I
10.1117/12.476186
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The paper addresses the problem of annotating photographs with broad semantic labels. To cope with the great variety of photos available on the WEB we have designed a hierarchical classification strategy which first classifies images as pornographic or not-pornographic. Not-pornographic images are then classified as indoor, outdoor, or close-up. On a database of over 9000 images, mostly downloaded from the web, our method achieves an average accuracy of close to 90%.
引用
收藏
页码:296 / 303
页数:8
相关论文
共 50 条
  • [41] Improving Image Classification of Knee Radiographs: An Automated Image Labeling Approach
    Zhang, Jikai
    Santos, Carlos
    Park, Christine
    Mazurowski, Maciej A.
    Colglazier, Roy
    JOURNAL OF DIGITAL IMAGING, 2023, 36 (06) : 2402 - 2410
  • [42] A multiple layer abstract semantic decision method for image classification
    Liu, Peng
    Ye, Zhi-Peng
    Zhao, Wei
    Tang, Xiang-Long
    Zidonghua Xuebao/Acta Automatica Sinica, 2015, 41 (05): : 960 - 969
  • [43] Learning Models for Semantic Classification of Insufficient Plantar Pressure Images
    Wu, Yao
    Wu, Qun
    Dey, Nilanjan
    Sherratt, R. Simon
    INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE, 2020, 6 (01): : 51 - 61
  • [44] LCSL: Long-Tailed Classification via Self-Labeling
    Duc-Quang Vu
    Phung, Trang T. T.
    Wang, Jia-Ching
    Mai, Son T.
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2024, 34 (11) : 12048 - 12058
  • [45] Hierarchical Semantic Risk Minimization for Large-Scale Classification
    Wang, Yu
    Wang, Zhou
    Hu, Qinghua
    Zhou, Yucan
    Su, Honglei
    IEEE TRANSACTIONS ON CYBERNETICS, 2022, 52 (09) : 9546 - 9558
  • [46] DEEP LEARNING BASED CLASSIFICATION USING SEMANTIC INFORMATION FOR POLSAR IMAGE
    Zhang, Lu
    Xie, Wen
    Zhao, Feng
    Liu, Hanqiang
    Duan, Yiping
    IGARSS 2020 - 2020 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2020, : 196 - 199
  • [47] Cross-Semantic Heterogeneous Modeling Network for Hyperspectral Image Classification
    Li, Zhi
    Zheng, Ke
    Li, Jiaxin
    Li, Chengrui
    Gao, Lianru
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2024, 62
  • [48] Learning semantic dependencies with channel correlation for multi-label classification
    Xue, Lixia
    Jiang, Di
    Wang, Ronggui
    Yang, Juan
    Hu, Min
    VISUAL COMPUTER, 2020, 36 (07) : 1325 - 1335
  • [49] Cellular Binary Neural Network for Accurate Image Classification and Semantic Segmentation
    Zhou, Xichuan
    Ding, Rui
    Wang, Yuxiao
    Wei, Wenjia
    Liu, Haijun
    IEEE TRANSACTIONS ON MULTIMEDIA, 2023, 25 : 8064 - 8075
  • [50] Multi-View Image Classification With Visual, Semantic and View Consistency
    Zhang, Chunjie
    Cheng, Jian
    Tian, Qi
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2020, 29 : 617 - 627