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Highlight ranking for sports video browsing

Published: 06 November 2005 Publication History

Abstract

Sports video has been extensively studied for its wide viewer-ship and tremendous commercial potentials. Many studies focused on highlight extraction for summarizing a lengthy video. In this paper, we present an advanced highlight analysis system for sports video browsing, in which highlight evaluation and ranking are concerned besides highlight detection. First, we use replay detection to efficiently localize the highlights. Then incorporating with domain-specific knowledge, we adopt several significant cues to evaluate the importance degree of the highlights with support vector regression. Finally, the highlights are ranked with descending sort according to their importance value. The ranking results can provide a hierarchical video browsing and customized content delivery scheme. Initial experimental results on soccer videos show an encouraging performance comparing with human subjective evaluation.

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Cited By

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  • (2024)Identification of sports game highlights using live comments dataKorean Journal of Applied Statistics10.5351/KJAS.2024.37.6.70337:6(703-719)Online publication date: 31-Dec-2024
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  • (2022)Making a long video short: A Systematic ReviewProceedings of the 4th International Conference on Information Management & Machine Intelligence10.1145/3590837.3590863(1-11)Online publication date: 23-Dec-2022
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cover image ACM Conferences
MULTIMEDIA '05: Proceedings of the 13th annual ACM international conference on Multimedia
November 2005
1110 pages
ISBN:1595930442
DOI:10.1145/1101149
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 06 November 2005

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Author Tags

  1. highlight ranking
  2. replay detection
  3. video browsing

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MULTIMEDIA '05 Paper Acceptance Rate 49 of 312 submissions, 16%;
Overall Acceptance Rate 2,145 of 8,556 submissions, 25%

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Cited By

View all
  • (2024)Identification of sports game highlights using live comments dataKorean Journal of Applied Statistics10.5351/KJAS.2024.37.6.70337:6(703-719)Online publication date: 31-Dec-2024
  • (2023)Dual-Stream Multimodal Learning for Topic-Adaptive Video Highlight DetectionProceedings of the 2023 ACM International Conference on Multimedia Retrieval10.1145/3591106.3592286(272-279)Online publication date: 12-Jun-2023
  • (2022)Making a long video short: A Systematic ReviewProceedings of the 4th International Conference on Information Management & Machine Intelligence10.1145/3590837.3590863(1-11)Online publication date: 23-Dec-2022
  • (2019)AI Coach: Deep Human Pose Estimation and Analysis for Personalized Athletic Training AssistanceProceedings of the 27th ACM International Conference on Multimedia10.1145/3343031.3350910(374-382)Online publication date: 15-Oct-2019
  • (2019)AI CoachProceedings of the 27th ACM International Conference on Multimedia10.1145/3343031.3350609(2228-2230)Online publication date: 15-Oct-2019
  • (2019)Video Highlight Detection via Region-Based Deep Ranking ModelInternational Journal of Pattern Recognition and Artificial Intelligence10.1142/S021800141940001933:07(1940001)Online publication date: 7-Jun-2019
  • (2019)Soccer Video Summarization Using Deep Learning2019 IEEE Conference on Multimedia Information Processing and Retrieval (MIPR)10.1109/MIPR.2019.00055(270-273)Online publication date: Mar-2019
  • (2017)Video Highlight Detection via Deep Ranking ModelingImage and Video Technology10.1007/978-3-319-75786-5_3(28-39)Online publication date: 20-Nov-2017
  • (2016)Leveraging Contextual Cues for Generating Basketball HighlightsProceedings of the 24th ACM international conference on Multimedia10.1145/2964284.2964286(908-917)Online publication date: 1-Oct-2016
  • (2015)Unsupervised Extraction of Video Highlights via Robust Recurrent Auto-EncodersProceedings of the 2015 IEEE International Conference on Computer Vision (ICCV)10.1109/ICCV.2015.526(4633-4641)Online publication date: 7-Dec-2015
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