Baseball Event Semantic Exploring System Using HMM

被引:0
作者
Tsai, Wei-Chin [1 ]
Chen, Hua-Tsung [1 ]
Gu, Hui-Zhen [1 ]
Lee, Suh-Yin [1 ]
Yu, Jen-Yu [2 ]
机构
[1] Natl Chiao Tung Univ, Dept Comp Sci, Hsinchu, Taiwan
[2] Ind Technol Res Inst, ICL, Hsinchu, Taiwan
来源
ADVANCES IN MULTIMEDIA MODELING, PT II | 2011年 / 6524卷
关键词
Training step; Classification step; Object detection; Play region classification; Semantic event; Hitting baseball event; Hidden Markov Model;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Despite a lot of research efforts in baseball video processing in recent years, little work has been done in analyzing the detailed semantic baseball event detection. This paper presents an effective and efficient baseball event classification system for broadcast baseball videos. Utilizing the specifications of the baseball field and the regularity of shot transition, the system recognizes highlight in video clips and identifies what semantic baseball event of the baseball clips is currently proceeding. First, a video is segmented into several highlights starting with a PC (Pitcher and Catcher) shot and ending up with some specific shots. Before every baseball event classifier is designed, several novel schemes including some specific features such as soil percentage and objects extraction such as first base are applied. The extracted mid-level cues are used to develop baseball event classifiers based on an HMM (Hidden Markov model). Due to specific features detection, more hitting baseball events are detected and the simulation results show that the classification of twelve significant baseball events is very promising.
引用
收藏
页码:315 / 325
页数:11
相关论文
共 50 条
  • [31] Speaker Independent Urdu Speech Recognition Using HMM
    Ashraf, Javed
    Iqbal, Naveed
    Khattak, Naveed Sarfraz
    Zaidi, Ather Mohsin
    NATURAL LANGUAGE PROCESSING AND INFORMATION SYSTEMS, 2010, 6177 : 140 - 148
  • [32] HMM-based Gesture Recognition System Using Kinect Sensor for Improvised Human-Computer Interaction
    Saha, Sriparna
    Lahiri, Rimita
    Konar, Amit
    Banerjee, Bonny
    Nagar, Atulya K.
    2017 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2017, : 2776 - 2783
  • [33] A system for recognizing Vietnamese document images based on HMM and linguistics
    Quan, VH
    Kiem, H
    Trung, PN
    Tin, LT
    Ha, NYDH
    Nguyen, AH
    SIXTH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION, PROCEEDINGS, 2001, : 627 - 630
  • [34] OwlEye: An Advanced Detection System of Web Attacks Based on HMM
    Liu, Xin
    Yu, Qingchen
    Zhou, Xiaokang
    Zhou, Qingguo
    2018 16TH IEEE INT CONF ON DEPENDABLE, AUTONOM AND SECURE COMP, 16TH IEEE INT CONF ON PERVAS INTELLIGENCE AND COMP, 4TH IEEE INT CONF ON BIG DATA INTELLIGENCE AND COMP, 3RD IEEE CYBER SCI AND TECHNOL CONGRESS (DASC/PICOM/DATACOM/CYBERSCITECH), 2018, : 200 - 207
  • [35] HMM-Based Blockchain Visual Automatic Deployment System
    Yi, Junkai
    Wang, Jin
    Tan, Lingling
    Yuan, Taifu
    APPLIED SCIENCES-BASEL, 2024, 14 (13):
  • [36] HMM-GMM based Amazigh speech recognition system
    El Ouahabi, Safaa
    Atounti, Mohamed
    Bellouki, Mohamed
    INTERNATIONAL JOURNAL OF SIGNAL AND IMAGING SYSTEMS ENGINEERING, 2020, 12 (1-2) : 47 - 53
  • [37] HMM-based Tibetan Lhasa Speech Synthesis System
    Wu Zhiqiang
    Yu Hongzhi
    Li Guanyu
    Wan Shuhui
    2013 3RD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), 2013, : 92 - 95
  • [38] Semantic Analysis System to Recognize Moving Objects by Using a Deep Learning Model
    Ibrahim, Emad
    Zaghden, Nizar
    Mejdoub, Mahmoud
    IEEE ACCESS, 2024, 12 : 80740 - 80753
  • [39] 802.11 wireless simulation and anomaly detection using HMM and UBM
    Allahdadi, Anisa
    Morla, Ricardo
    Cardoso, Jaime S.
    SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL, 2020, 96 (12): : 939 - 956
  • [40] Syntax Based Prosody Modeling Using HMM for Bahasa Indonesia
    Negara, Arif Bijaksana Putra
    Arman, Arry Akhmad
    2013 INTERNATIONAL CONFERENCE ORIENTAL COCOSDA HELD JOINTLY WITH 2013 CONFERENCE ON ASIAN SPOKEN LANGUAGE RESEARCH AND EVALUATION (O-COCOSDA/CASLRE), 2013,