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Video summarization [chapter]

Edward Delp, Cuneyt Taskiran
2004 Computer Engineering Series  
In this section we investigate various approaches that have been proposed to generate video summaries.  ...  In order to be able to measure the effectiveness of a video summarization algorithm, one first needs to define features that characterize a good summary, given the specific application domain being studied  ... 
doi:10.1201/9780203486788.ch8 fatcat:eelfmpcjxzb4vd3keg5z2gq7gy

Video Summarization: Survey on Event Detection and Summarization in Soccer Videos

Yasmin S., Soudamini Pawar
2015 International Journal of Advanced Computer Science and Applications  
of various incidents in the video.  ...  Hence, video summarization proposes various ways for faster browsing among a large amount of data and also for content indexing.  ...  Hence, Sports video summarizing is a vast domain to study. In this www.ijacsa.thesai.org section various techniques/approaches are discussed in the literature of the same field.  ... 
doi:10.14569/ijacsa.2015.061133 fatcat:pvjtxbtwwfevzjt4d4s2q4rdly

Analysis of Video Summarization Techniques

Parminder Kaur
2018 International Journal for Research in Applied Science and Engineering Technology  
There are two types of video summaries static and dynamic. This paper categorizes various types of video summarization techniques studied, on deferent basis.  ...  The increased amount of video data makes the browsing, retrieval and processing of video data a difficult task. Video Summarization is proposed as a solution to this problem.  ...  In Section II, various summarization techniques available in literature are studied and categorized on different basis, evaluation techniques are analyzed in Section III.  ... 
doi:10.22214/ijraset.2018.1175 fatcat:mp4fdasltrh4jcqli6eixbsvky

Multi-Modal Video Summarization

P Geetha, Vasumathi Narayanan
2014 International Journal of Intelligent Engineering and Systems  
Most previous work on summarization targeted either only on video or on its description of single video document.  ...  The video summarization consists of the key frames that effectively express the content and context of the video. This is achieved by quantifying visual attention of each frame in a video.  ...  The previous work is mainly on the summarization of single video based on various features such as motion [1, 2] , audio [3] or multi-modality [4] .  ... 
doi:10.22266/ijies2014.9030.01 fatcat:tiu4qf6isnhtdkusgv3kfe7wce

Multi-View Video Summarization

Yanwei Fu, Yanwen Guo, Yanshu Zhu, Feng Liu, Chuanming Song, Zhi-Hua Zhou
2010 IEEE transactions on multimedia  
Previous video summarization studies focused on monocular videos, and the results would not be good if they were applied to multi-view videos directly, due to problems such as the redundancy in multiple  ...  Single video summary which facilitates quick browsing of the summarized multi-view video can be easily generated based on the event board representation.  ...  It is thus important to have effective multi-view summarization techniques. In this paper, we present a method for the summarization of multi-view videos.  ... 
doi:10.1109/tmm.2010.2052025 fatcat:tmb4dbs3fzbe3d7qgwzlhz3xjy

Near-lossless video summarization

Lin-Xie Tang, Tao Mei, Xian-Sheng Hua
2009 Proceedings of the seventeen ACM international conference on Multimedia - MM '09  
Current techniques like video compression and summarization are still struggling to achieve the two often conflicting goals of low storage and high visual and semantic fidelity.  ...  We show that NLVS is a powerful tool for significantly reducing video storage through both objective and subjective comparisons with state-of-the-art video compression and summarization techniques.  ...  Evaluation of Video Summarization As evaluating video summarization is highly subjective, we carried out a user study to perform the evaluation.  ... 
doi:10.1145/1631272.1631321 dblp:conf/mm/TangMH09 fatcat:mj2hkjwdkvd3ffldtjkymg4xom

Multi-Stream Dynamic Video Summarization [article]

Mohamed Elfeki, Liqiang Wang, Ali Borji
2021 arXiv   pre-print
With vast amounts of video content being uploaded to the Internet every minute, video summarization becomes critical for efficient browsing, searching, and indexing of visual content.  ...  In this paper, we discuss the problem of summarizing videos recorded independently by several dynamic cameras that intermittently share the field of view.  ...  Despite considerable progress in single-view video summarization for both egocentric and fixed cameras (e.g., [55, 38, 9, 29] ), those techniques are not readily applicable to summarizing multi-view videos  ... 
arXiv:1812.00108v4 fatcat:4lizrpsj5bgr5nupdr7iyr2uye

Deep Learning-based Video Summarization

Myoungchan Seo, YoungJin Suh, Kyuman Jeong
2021 International Journal on Advanced Science, Engineering and Information Technology  
Since video summarization is a labor-intensive task, there is an increasing demand for research on automation techniques.  ...  With the development of communication technology, many different kinds of media transmission have become popular. Among various media, video is the most popular media these days.  ...  The method of training the DSSE model uses various semantic information to summarize the video.  ... 
doi:10.18517/ijaseit.11.6.12888 fatcat:xcbporsiebhdlanqogvuuonb4q

Video summarization by group scoring

Kaveh Darabi, Gheorghita Ghinea
2014 2014 International Conference on Multimedia Computing and Systems (ICMCS)  
In this paper a new model for user-centered video summarization is presented.  ...  The effectiveness of this approach has been evaluated by comparing the video summaries generated by this system against the results from a number of automatic summarization tools that use different modalities  ...  ACKNOWLEGMENT The authors wish to appreciate the help and support of all users involved in the scoring and evaluation stages of the project.  ... 
doi:10.1109/icmcs.2014.6911240 fatcat:4q7dzoj2irdq7dt7tsb6c26kdi

Video Summarization: Techniques And Applications

Zaynab Elkhattabi, Youness Tabii, Abdelhamid Benkaddour
2015 Zenodo  
Video summarization has been proposed to improve faster browsing of large video collections and more efficient content indexing and access.  ...  In this paper, we focus on approaches to video summarization. The video summaries can be generated in many different forms.  ...  In [23] , a technique based on the study of spatio-temporal activity within the video is presented.  ... 
doi:10.5281/zenodo.1100164 fatcat:66vw6pbog5gbpotfhpedhplfoq

Retrospective Encoders for Video Summarization [chapter]

Ke Zhang, Kristen Grauman, Fei Sha
2018 Lecture Notes in Computer Science  
Supervised learning techniques have shown substantial progress on video summarization.  ...  The embedding is then compared to the embedding of the original video in the same space.  ...  Table 1 . 1 Performance (F-score) of various supervised video summarization methods on three datasets. Published results are denoted in italic; our implementations are in normal font.  ... 
doi:10.1007/978-3-030-01237-3_24 fatcat:4zesgjdp7bbftlyffzpo5j7gnm

Viewpoint-aware Video Summarization [article]

Atsushi Kanehira, Luc Van Gool, Yoshitaka Ushiku, Tatsuya Harada
2018 arXiv   pre-print
To satisfy these requirements (A)-(C) simultaneously, we proposed a novel video summarization method from multiple groups of videos.  ...  This paper introduces a novel variant of video summarization, namely building a summary that depends on the particular aspect of a video the viewer focuses on. We refer to this as viewpoint.  ...  This work was also partially supported by the Ministry of Education, Culture, Sports, Science and Technology (MEXT) as "Seminal Issue on Post-K Computer."  ... 
arXiv:1804.02843v2 fatcat:yqsjjawdgnbntaeyhoskr7f5ya

Viewpoint-Aware Video Summarization

Atsushi Kanehira, Luc Van Gool, Yoshitaka Ushiku, Tatsuya Harada
2018 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition  
To satisfy these requirements (A)-(C) simultaneously, we proposed a novel video summarization method from multiple groups of videos.  ...  This paper introduces a novel variant of video summarization, namely building a summary that depends on the particular aspect of a video the viewer focuses on. We refer to this as viewpoint.  ...  This work was also partially supported by the Ministry of Education, Culture, Sports, Science and Technology (MEXT) as "Seminal Issue on Post-K Computer."  ... 
doi:10.1109/cvpr.2018.00776 dblp:conf/cvpr/KanehiraGUH18 fatcat:veqcrekvfjb33h3adis2zaxucm

Rushes video summarization and evaluation

Emilie Dumont, Bernard Mérialdo
2009 Multimedia tools and applications  
This paper describes an approach for summarizing rushes video based on the detection of repetitive sequences, using a variant of the Smith-Waterman algorithm to find matching subsequences.  ...  We propose an automation of the manual trecvid evaluation using machine learning techniques to train an automatic assessor.  ...  Although many techniques have already been proposed to automatically process the content of general videos [14] and [5] , the specific structure of rushes videos require an adaptation of these techniques  ... 
doi:10.1007/s11042-009-0374-9 fatcat:hslit5xh3bcv3ciplb6erlfiiq

Query-controllable Video Summarization [article]

Jia-Hong Huang, Marcel Worring
2020 arXiv   pre-print
Traditional summarization approaches limit the effectiveness of video exploration because they only generate one fixed video summary for a given input video independent of the information need of the user  ...  When video collections become huge, how to explore both within and across videos efficiently is challenging. Video summarization is one of the ways to tackle this issue.  ...  There are two main features of query-controllable video summarization which complicate this task when compared to the well studied domain of conventional video summarization.  ... 
arXiv:2004.03661v1 fatcat:aqypsgztt5dwnmrpgupcwk6pvu
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