کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
397247 671018 2011 11 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A personalized summarization of video life-logs from an indoor multi-camera system using a fuzzy rule-based system with domain knowledge
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
A personalized summarization of video life-logs from an indoor multi-camera system using a fuzzy rule-based system with domain knowledge
چکیده انگلیسی

Information summarization and retrieval are significant research topics associated with recent advancements in sensor devices, data compression and storage techniques, and high-speed internet. As a result of these advances, it is possible for people to collect huge life-logs. Video is one of the most important life information sources. This paper describes a method of summarizing video life-logs in an office environment with a multi-camera system. Previously, multi-camera systems have been used to track moving objects or to cover a wide area. This paper focuses on capturing diverse views of each office event using a multi-camera system with several cameras observing the same area. The summarization process includes camera view selection and event sequence summarization. View selection produces a single event sequence from multiple event sequences by selecting an optimal view at each time, for which domain knowledge based on the elements of the office environment and rules from questionnaire surveys have been used. Summarization creates a summary sequence from whole sequences by using a fuzzy rule-based system to approximate human decision making. The user-entered degrees of interest in objects, persons, and events are used for a personalized summarization. We confirmed experimentally that the proposed method provides promising results.


► We proposed a method of summarizing video life-logs in an office environment with a multi-camera system.
► We used a multi-camera system to capture diverse views of each single event while previous systems used it to cover wide area or to track moving objects.
► Summarizing multi-camera video life-logs include view selection and summarization.
► This paper presents how the proposed system works and how it can be used with practical scenarios and subjective test.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information Systems - Volume 36, Issue 8, December 2011, Pages 1124–1134
نویسندگان
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