Presentation 2011-03-07
Extraction and Recognition of Repetitive Cooking Motion Segments in Cooking Video by Periodicity Analysis of CHLAC Feature
Taku KUHARA, Daisuke DEGUCHI, Tomokazu TAKAHASHI, Ichiro IDE, Hiroshi MURASE,
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Abstract(in English) This paper proposes a method for extracting segments that contain repetitive cooking motions such as "cutting" and "mixing", from cooking videos, and for recognizing the cooking motions in the segments. The proposed method extracts repetitive cooking motion segments by two types of features; One is a feature that depends on the location of the motion within video frames and the other is a feature invariant to the location. As a result, high identification accuracy is expected to be maintained on both a repetitive motion whose oscillation center moves along time and a repetitive motion with a constant oscillation center. Next, the proposed method analyses the periodicity of these feature values by Fourier transform and extracts the segments. On the other hand, in cooking motion classification, considering that the location of the cooking motion within video frames is various, the proposed method classifies the repetitive cooking motion segments by using a feature value invariant to the location of the motion within video frames. In an experiment for extracting segments that contain repetitive cooking motions, the method obtained an accuracy of 0.78, and for cooking motion classification, an accuracy of 0.77 was obtained. From these results, the effectiveness of our method was shown.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) Cooking video / motion analysis / CHLAC feature / Fourier analysis
Paper # IE2010-156,MVE2010-144
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Conference Information
Committee MVE
Conference Date 2011/2/28(1days)
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Paper Information
Registration To Media Experience and Virtual Environment (MVE)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Extraction and Recognition of Repetitive Cooking Motion Segments in Cooking Video by Periodicity Analysis of CHLAC Feature
Sub Title (in English)
Keyword(1) Cooking video
Keyword(2) motion analysis
Keyword(3) CHLAC feature
Keyword(4) Fourier analysis
1st Author's Name Taku KUHARA
1st Author's Affiliation Nagoya University, Graduate School of Information Science()
2nd Author's Name Daisuke DEGUCHI
2nd Author's Affiliation Nagoya University, Graduate School of Information Science
3rd Author's Name Tomokazu TAKAHASHI
3rd Author's Affiliation Gifu Shotoku Gakuen University, Faculty of Economics and Information
4th Author's Name Ichiro IDE
4th Author's Affiliation Nagoya University, Graduate School of Information Science
5th Author's Name Hiroshi MURASE
5th Author's Affiliation Nagoya University, Graduate School of Information Science
Date 2011-03-07
Paper # IE2010-156,MVE2010-144
Volume (vol) vol.110
Number (no) 457
Page pp.pp.-
#Pages 6
Date of Issue