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
  • [1] Classification of Instagram photos: topic modelling vs transfer learning
    Tsapatsoulis, Nicolas
    PROCEEDINGS OF THE 12TH HELLENIC CONFERENCE ON ARTIFICIAL INTELLIGENCE, SETN 2022, 2022,
  • [2] Filter-Invariant Image Classification on Social Media Photos
    Chen, Yu-Hsiu
    Chao, Ting-Hsuan
    Bai, Sheng-Yi
    Lin, Yen-Liang
    Chen, Wen-Chin
    Hsu, Winston H.
    MM'15: PROCEEDINGS OF THE 2015 ACM MULTIMEDIA CONFERENCE, 2015, : 855 - 858
  • [3] Styling Classification of Group Photos Fusing Head and Pose Features
    Wang, Kai
    Guo, Congwei
    Zhao, Zhuang
    Ke, Yongzhen
    Yang, Shuai
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2023, 22 (02)
  • [4] Semantic classification of business images
    Erol, B
    Hull, JJ
    MULTIMEDIA CONTENT ANALYSIS, MANAGEMENT, AND RETRIEVAL 2006, 2006, 6073
  • [5] Learning similarity for semantic images classification
    Wang, DH
    Lim, JS
    Han, MM
    Lee, BW
    NEUROCOMPUTING, 2005, 67 : 363 - 368
  • [6] Semantic enhanced deep learning for image classification
    Li, Siguang
    Li, Maozhen
    Jiang, Changjun
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2018, 30 (23)
  • [7] SEMANTIC-SPATIAL MATCHING FOR IMAGE CLASSIFICATION
    Yan, Yupeng
    Tian, Xinmei
    Yang, LiJun
    Lu, Yijuan
    Li, Houqiang
    2013 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME 2013), 2013,
  • [8] Image Emotional Semantic Classification Based on SVM
    Liu, Quanzhong
    Wang, Jijun
    Hu, Guozhu
    Feng, Guojie
    Liu, Bo
    PROCEEDINGS OF 2008 INTERNATIONAL PRE-OLYMPIC CONGRESS ON COMPUTER SCIENCE, VOL II: INFORMATION SCIENCE AND ENGINEERING, 2008, : 258 - 263
  • [9] Improving Image Classification Using Semantic Attributes
    Yu Su
    Frédéric Jurie
    International Journal of Computer Vision, 2012, 100 : 59 - 77
  • [10] Improving Image Classification Using Semantic Attributes
    Su, Yu
    Jurie, Frederic
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 2012, 100 (01) : 59 - 77
12345