Video annotation based on temporally consistent Gaussian random field

被引:9
|
作者
Tang, J. [1 ]
Hua, X.-S.
Mei, T.
Qi, G.-J.
Wu, X.
机构
[1] Univ Sci & Technol China, Dept Elect Engn & Informat Sci, Hefei 230027, Peoples R China
[2] Microsoft Res Asia, Beijing 100080, Peoples R China
[3] Univ Sci & Technol China, Dept Automat, Hefei 230027, Peoples R China
关键词
D O I
10.1049/el:20073674
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A novel method for automatically annotating video semantics, called temporally consistent Gaussian random field (TCGRF) is proposed. Since the temporally adjacent video segments (e.g. shots) usually have a similar semantic concept, TCGRF adapts the temporal consistency property of video data into graph-based semi-supervised learning to improve the annotation results. Experiments conducted on the TREC-VID data set have demonstrated its effectiveness.
引用
下载
收藏
页码:448 / 449
页数:2
相关论文
共 50 条
  • [21] Temporally Consistent Referring Video Object Segmentation with Hybrid Memory
    Miao B.
    Bennamoun M.
    Gao Y.
    Shah M.
    Mian A.
    IEEE Transactions on Circuits and Systems for Video Technology, 2024, 34 (11) : 1 - 1
  • [22] An Efficient Gaussian Filter Based on Gaussian Symmetric Markov Random Field
    Xiong, Fusong
    Zhang, Jian
    Zhang, Zhiqiang
    Ling, Yun
    IEEE ACCESS, 2022, 10 : 74590 - 74604
  • [23] Video Shots Annotation using Random Forest
    Cai, Cheng
    Zhao, Li
    2015 10TH ASIAN CONTROL CONFERENCE (ASCC), 2015,
  • [24] Diffusion Video Autoencoders: Toward Temporally Consistent Face Video Editing via Disentangled Video Encoding
    Kim, Gyeongman
    Shim, Hajin
    Kim, Hyunsu
    Choi, Yunjey
    Kim, Junho
    Yang, Eunho
    2023 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, CVPR, 2023, : 6091 - 6100
  • [25] TEMPORALLY CONSISTENT KEY FRAME SELECTION FROM VIDEO FOR FACE RECOGNITION
    Saeed, Usman
    Dugelay, Jean-Luc
    18TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO-2010), 2010, : 1311 - 1315
  • [26] Temporally Consistent Motion Segmentation From RGB-D Video
    Bertholet, P.
    Ichim, A. E.
    Zwicker, M.
    COMPUTER GRAPHICS FORUM, 2018, 37 (06) : 118 - 134
  • [27] Video completion via spatio-temporally consistent motion inpainting
    1600, Information Processing Society of Japan (06):
  • [28] VORNet: Spatio-temporally Consistent Video Inpainting for Object Removal
    Chang, Ya-Liang
    Liu, Zhe Yu
    Hsu, Winston
    2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW 2019), 2019, : 1785 - 1794
  • [29] Temporally consistent depth video filter using temporal outlier reduction
    Sangbeom Lee
    Yo-Sung Ho
    Signal, Image and Video Processing, 2015, 9 : 1401 - 1408
  • [30] Spatio-temporally consistent video processing for local backlight dimming
    Muijs, Remo
    Langendijk, Erno
    Vossen, Frank
    2008 SID INTERNATIONAL SYMPOSIUM, DIGEST OF TECHNICAL PAPERS, VOL XXXIX, BOOKS I-III, 2008, 39 : 979 - 982