Semantic Image Segmentation Based on Spatial Context Relations

被引:2
|
作者
Ri, Chang-Yong [1 ]
Yao, Min [1 ]
机构
[1] Zhejiang Univ, Coll Comp Sci & Technol, Hangzhou 310027, Zhejiang, Peoples R China
关键词
semantic image segmentation; fuzzy ontology; spatial context relations; multi-FSVM;
D O I
10.1109/ISISE.2012.31
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the semantic image segmentation framework based on spatial context relations is proposed. First, the knowledge representation scheme of an image is introduced, which include fuzzy ontology structure and spatial context relations. For the purpose of the initial labeling of segmented regions, the multiclass fuzzy Support Vector Machine (multi-FSVM) is employed. A new image segmentation algorithm with high-level semantics is proposed, which is based on spatial context relations. At last, the experimental results are illustrated, and the advantage of the proposed image segmentation method is discussed.
引用
收藏
页码:104 / 108
页数:5
相关论文
共 50 条
  • [41] Context-based segmentation of image sequences
    Goldberger, J
    Greenspan, H
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2006, 28 (03) : 463 - 468
  • [42] Infrared and Visible Image Fusion Based on Semantic Segmentation
    Zhou H.
    Hou J.
    Wu W.
    Zhang Y.
    Wu Y.
    Ma J.
    Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2021, 58 (02): : 436 - 443
  • [43] Electrophoretic video display based on image semantic segmentation
    Zhang, Heng
    Li, Shi-Xiao
    Chen, Jian-Wen
    Wang, Zi-Yang
    Bo, Xiao
    Gao, Rui-Si
    Bai, Peng-Fei
    Zhou, Guo-Fu
    JOURNAL OF THE SOCIETY FOR INFORMATION DISPLAY, 2025, 33 (01) : 34 - 45
  • [44] Review of Image Semantic Segmentation Based on Deep Learning
    Tian X.
    Wang L.
    Ding Q.
    Ruan Jian Xue Bao/Journal of Software, 2019, 30 (02): : 440 - 468
  • [45] Multimodal image semantic segmentation based on attention mechanism
    Zhang Ji-you
    Zhang Rong-fen
    Liu Yu-hong
    Yuan Wen-hao
    CHINESE JOURNAL OF LIQUID CRYSTALS AND DISPLAYS, 2023, 38 (07) : 975 - 984
  • [46] Semantic image classification using statistical local spatial relations model
    Dongfeng Han
    Wenhui Li
    Zongcheng Li
    Multimedia Tools and Applications, 2008, 39 : 169 - 188
  • [47] Perceptually based techniques for image segmentation and semantic classification
    Pappas, Thrasyvoulos N.
    Chen, Junqing
    Depalov, Dejan
    IEEE COMMUNICATIONS MAGAZINE, 2007, 45 (01) : 44 - 51
  • [48] Semantic image classification using statistical local spatial relations model
    Han, Dongfeng
    Li, Wenhui
    Li, Zongcheng
    MULTIMEDIA TOOLS AND APPLICATIONS, 2008, 39 (02) : 169 - 188
  • [49] Image compression based on octave convolution and semantic segmentation
    Liu, Zhiyuan
    Meng, Lili
    Tan, Yanyan
    Zhang, Jia
    Zhang, Huaxiang
    KNOWLEDGE-BASED SYSTEMS, 2021, 228
  • [50] Exploring Spatial Context for 3D Semantic Segmentation of Point Clouds
    Engelmann, Francis
    Kontogianni, Theodora
    Hermans, Alexander
    Leibe, Bastian
    2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS (ICCVW 2017), 2017, : 716 - 724