Summarization of egocentric videos: A comprehensive survey
The introduction of wearable video cameras (e.g., GoPro) in the consumer market has promoted video life-logging, motivating users to generate large amounts of video data. This increasing flow of first-person video has led to a growing need for automatic video summarization adapted to the characteris...
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sg-smu-ink.sis_research-62002020-07-23T18:46:27Z Summarization of egocentric videos: A comprehensive survey GARCIA DEL MOLINO, Ana TAN, Cheston LIM, Joo-Hwee TAN, Ah-hwee The introduction of wearable video cameras (e.g., GoPro) in the consumer market has promoted video life-logging, motivating users to generate large amounts of video data. This increasing flow of first-person video has led to a growing need for automatic video summarization adapted to the characteristics and applications of egocentric video. With this paper, we provide the first comprehensive survey of the techniques used specifically to summarize egocentric videos. We present a framework for first-person view summarization and compare the segmentation methods and selection algorithms used by the related work in the literature. Next, we describe the existing egocentric video datasets suitable for summarization and, then, the various evaluation methods. Finally, we analyze the challenges and opportunities in the field and propose new lines of research. 2016-11-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/5197 info:doi/10.1109/THMS.2016.2623480 https://ink.library.smu.edu.sg/context/sis_research/article/6200/viewcontent/Summarization_of_Egocentric_Videos___A_Comprehensive_Survey.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Egocentric Vision First Person View Survey Video Summarization Computer Engineering Databases and Information Systems OS and Networks |
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Egocentric Vision First Person View Survey Video Summarization Computer Engineering Databases and Information Systems OS and Networks GARCIA DEL MOLINO, Ana TAN, Cheston LIM, Joo-Hwee TAN, Ah-hwee Summarization of egocentric videos: A comprehensive survey |
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The introduction of wearable video cameras (e.g., GoPro) in the consumer market has promoted video life-logging, motivating users to generate large amounts of video data. This increasing flow of first-person video has led to a growing need for automatic video summarization adapted to the characteristics and applications of egocentric video. With this paper, we provide the first comprehensive survey of the techniques used specifically to summarize egocentric videos. We present a framework for first-person view summarization and compare the segmentation methods and selection algorithms used by the related work in the literature. Next, we describe the existing egocentric video datasets suitable for summarization and, then, the various evaluation methods. Finally, we analyze the challenges and opportunities in the field and propose new lines of research. |
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GARCIA DEL MOLINO, Ana TAN, Cheston LIM, Joo-Hwee TAN, Ah-hwee |
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GARCIA DEL MOLINO, Ana TAN, Cheston LIM, Joo-Hwee TAN, Ah-hwee |
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GARCIA DEL MOLINO, Ana |
title |
Summarization of egocentric videos: A comprehensive survey |
title_short |
Summarization of egocentric videos: A comprehensive survey |
title_full |
Summarization of egocentric videos: A comprehensive survey |
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Summarization of egocentric videos: A comprehensive survey |
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Summarization of egocentric videos: A comprehensive survey |
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summarization of egocentric videos: a comprehensive survey |
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Institutional Knowledge at Singapore Management University |
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2016 |
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https://ink.library.smu.edu.sg/sis_research/5197 https://ink.library.smu.edu.sg/context/sis_research/article/6200/viewcontent/Summarization_of_Egocentric_Videos___A_Comprehensive_Survey.pdf |
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