CONTEXT SALIENCY BASED IMAGE SUMMARIZATION

被引:0
|
作者
Shi, Liang [1 ]
Wang, Jinqiao [2 ]
Xu, Lei [3 ]
Lu, Hanqing [2 ]
Xu, Changsheng [2 ]
机构
[1] Beijing Univ Posts & Telecommun, Beijing 100876, Peoples R China
[2] Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
[3] Nokia Res Ctr, Beijing 100176, Peoples R China
基金
中国国家自然科学基金;
关键词
Image summarization; context saliency; geometric segmentation;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Image summarization is to determine a smaller but faithful representation of the original visual content. In this paper, we propose a context saliency based image summarization approach, incorporating statistical saliency and geometric information as the importance measurement instead of visual saliency. To ensure image summaries to be adaptive to target device under perception constraint, we present a grid-based piecewise linear image warping scaleplate, and adopt the sweet spot evaluation to generate a flexible model combining the cropping and warping methods. Additionally, we explore potential extensions on image retargeting, thumbnail generation, digital matting and photo browsing. Experimental results show comparable performance compared to the-state-of-art on common data sets.
引用
收藏
页码:270 / +
页数:2
相关论文
共 50 条
  • [1] MOVIE SUMMARIZATION BASED ON AUDIOVISUAL SALIENCY DETECTION
    Evangelopoulos, G.
    Rapantzikos, K.
    Potamianos, A.
    Maragos, P.
    Zlatintsi, A.
    Avrithis, Y.
    2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5, 2008, : 2528 - 2531
  • [2] Background Context-Aware-Based SAR Image Saliency Detection
    Ni, Weiping
    Ma, Long
    Yan, Weidong
    Zhang, Han
    Wu, Junzheng
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2018, 15 (09) : 1392 - 1396
  • [3] Paying More Attention to Saliency: Image Captioning with Saliency and Context Attention
    Cornia, Marcella
    Baraldi, Lorenzo
    Serra, Giuseppe
    Cucchiara, Rita
    ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2018, 14 (02)
  • [4] Image Saliency: From Intrinsic to Extrinsic Context
    Wang, Meng
    Konrad, Janusz
    Ishwar, Prakash
    Jing, Kevin
    Rowley, Henry
    2011 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2011, : 417 - 424
  • [5] A SALIENCY-BASED APPROACH TO AUDIO EVENT DETECTION AND SUMMARIZATION
    Zlatintsi, A.
    Maragos, P.
    Potamianos, A.
    Evangelopoulos, G.
    2012 PROCEEDINGS OF THE 20TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2012, : 1294 - 1298
  • [6] Saliency Based Image Cropping
    Ardizzone, Edoardo
    Bruno, Alessandro
    Mazzola, Giuseppe
    IMAGE ANALYSIS AND PROCESSING (ICIAP 2013), PT 1, 2013, 8156 : 773 - 782
  • [7] Focus-and-Context Skeleton-based Image Simplification using Saliency Maps
    Wang, Jieying
    Joao, Leonardo de Melo
    Falcao, Alexandre
    Kosinka, Jiri
    Telea, Alexandru
    VISAPP: PROCEEDINGS OF THE 16TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER VISION, IMAGING AND COMPUTER GRAPHICS THEORY AND APPLICATIONS - VOL. 4: VISAPP, 2021, : 45 - 55
  • [8] A Context Based Text Summarization System
    Ferreira, Rafael
    Freitas, Frederico
    Cabral, Luciano de Souza
    Lins, Rafael Dueire
    Lima, Rinaldo
    Franca, Gabriel
    Simske, Steven J.
    Favaro, Luciano
    2014 11TH IAPR INTERNATIONAL WORKSHOP ON DOCUMENT ANALYSIS SYSTEMS (DAS 2014), 2014, : 66 - 70
  • [9] A Volumetric Saliency Guided Image Summarization for RGB-D Indoor Scene Classification
    Meena, Preeti
    Kumar, Himanshu
    Yadav, Sandeep Kumar
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2024, 34 (11) : 10917 - 10929
  • [10] Saliency-based video summarization for face anti-spoofing
    Muhammad, Usman
    Oussalah, Mourad
    Laaksonen, Jorma
    PATTERN RECOGNITION LETTERS, 2024, 183 : 190 - 196