Category-Specific Video Summarization

In large video collections with clusters of typical categories, such as “birthday party” or “flash-mob”, category-specific video summarization can produce higher quality video summaries than unsupervised approaches that are blind to the video category.

[1]  Franklin C. Crow,et al.  Summed-area tables for texture mapping , 1984, SIGGRAPH.

[2]  Anoop Gupta,et al.  Automatically extracting highlights for TV Baseball programs , 2000, ACM Multimedia.

[3]  Steven Kay,et al.  Fundamentals Of Statistical Signal Processing , 2001 .

[4]  Shih-Fu Chang,et al.  A utility framework for the automatic generation of audio-visual skims , 2002, MULTIMEDIA '02.

[5]  Regunathan Radhakrishnan,et al.  Video Summarization Using Mpeg-7 Motion Activity and Audio Descriptors , 2003 .

[6]  Chin-Yew Lin,et al.  ROUGE: A Package for Automatic Evaluation of Summaries , 2004, ACL 2004.

[7]  Shih-Fu Chang,et al.  Structure analysis of soccer video with domain knowledge and hidden Markov models , 2004, Pattern Recognit. Lett..

[8]  Chong-Wah Ngo,et al.  Video summarization and scene detection by graph modeling , 2005, IEEE Transactions on Circuits and Systems for Video Technology.

[9]  Lie Lu,et al.  A generic framework of user attention model and its application in video summarization , 2005, IEEE Trans. Multim..

[10]  J. Franklin,et al.  The elements of statistical learning: data mining, inference and prediction , 2005 .

[11]  Alexei A. Efros,et al.  Automatic photo pop-up , 2005, ACM Trans. Graph..

[12]  Bertrand Chupeau,et al.  A Video Fingerprint Based on Visual Digest and Local Fingerprints , 2006, 2006 International Conference on Image Processing.

[13]  O. Cappé,et al.  Retrospective Mutiple Change-Point Estimation with Kernels , 2007, 2007 IEEE/SP 14th Workshop on Statistical Signal Processing.

[14]  Ba Tu Truong,et al.  Video abstraction: A systematic review and classification , 2007, TOMCCAP.

[15]  Paul Over,et al.  The trecvid 2008 BBC rushes summarization evaluation , 2008, TVS '08.

[16]  Zaïd Harchaoui,et al.  Kernel Change-point Analysis , 2008, NIPS.

[17]  Argyris Kalogeratos,et al.  Movie segmentation into scenes and chapters using locally weighted bag of visual words , 2009, CIVR '09.

[18]  Robert Tibshirani,et al.  The Elements of Statistical Learning: Data Mining, Inference, and Prediction, 2nd Edition , 2001, Springer Series in Statistics.

[19]  Thomas Mensink,et al.  Improving the Fisher Kernel for Large-Scale Image Classification , 2010, ECCV.

[20]  Christopher D. Manning,et al.  Introduction to Information Retrieval , 2010, J. Assoc. Inf. Sci. Technol..

[21]  Yan Liu,et al.  Unsupervised summarization of rushes videos , 2010, ACM Multimedia.

[22]  Georges Quénot,et al.  TRECVID 2015 - An Overview of the Goals, Tasks, Data, Evaluation Mechanisms and Metrics , 2011, TRECVID.

[23]  Svetlana Lazebnik,et al.  Superparsing , 2010, International Journal of Computer Vision.

[24]  Thomas Deselaers,et al.  ClassCut for Unsupervised Class Segmentation , 2010, ECCV.

[25]  Mei Han,et al.  Efficient hierarchical graph-based video segmentation , 2010, 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[26]  Ivan Laptev,et al.  Track to the future: Spatio-temporal video segmentation with long-range motion cues , 2011, CVPR 2011.

[27]  Arnaldo de Albuquerque Araújo,et al.  VSUMM: A mechanism designed to produce static video summaries and a novel evaluation method , 2011, Pattern Recognit. Lett..

[28]  Kernel change-point detection , 2012 .

[29]  Matthieu Guillaumin,et al.  Segmentation Propagation in ImageNet , 2012, ECCV.

[30]  Yong Jae Lee,et al.  Discovering important people and objects for egocentric video summarization , 2012, 2012 IEEE Conference on Computer Vision and Pattern Recognition.

[31]  Meng Wang,et al.  Event Driven Web Video Summarization by Tag Localization and Key-Shot Identification , 2012, IEEE Transactions on Multimedia.

[32]  Gang Hua,et al.  Scene Aligned Pooling for Complex Video Recognition , 2012, ECCV.

[33]  A. G. Amitha Perera,et al.  A Videography Analysis Framework for Video Retrieval and Summarization , 2012, BMVC.

[34]  Cordelia Schmid,et al.  Dense Trajectories and Motion Boundary Descriptors for Action Recognition , 2013, International Journal of Computer Vision.

[35]  Jiebo Luo,et al.  Towards Scalable Summarization of Consumer Videos Via Sparse Dictionary Selection , 2012, IEEE Transactions on Multimedia.

[36]  Cordelia Schmid,et al.  Action and Event Recognition with Fisher Vectors on a Compact Feature Set , 2013, 2013 IEEE International Conference on Computer Vision.

[37]  Cordelia Schmid,et al.  Temporal Localization of Actions with Actoms. , 2013, IEEE transactions on pattern analysis and machine intelligence.

[38]  Kristen Grauman,et al.  Story-Driven Summarization for Egocentric Video , 2013, 2013 IEEE Conference on Computer Vision and Pattern Recognition.

[39]  Chih-Jen Lin,et al.  Large-Scale Video Summarization Using Web-Image Priors , 2013, 2013 IEEE Conference on Computer Vision and Pattern Recognition.

[40]  Bin Zhao,et al.  Quasi Real-Time Summarization for Consumer Videos , 2014, 2014 IEEE Conference on Computer Vision and Pattern Recognition.

[41]  Eric P. Xing,et al.  Joint Summarization of Large-Scale Collections of Web Images and Videos for Storyline Reconstruction , 2014, 2014 IEEE Conference on Computer Vision and Pattern Recognition.