Kitchen scene context based gesture recognition: A contest in ICPR2012

Atsushi Shimada; Kazuaki Kondo; Daisuke Deguchi; Géraldine Morin; Helman Stern

doi:10.1007/978-3-642-40303-3_18

Kitchen scene context based gesture recognition: A contest in ICPR2012

Atsushi Shimada, Kazuaki Kondo, Daisuke Deguchi, Géraldine Morin, Helman Stern

Department of Industrial Engineering and Management

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

30 Scopus citations

Abstract

This paper introduces a new open dataset "Actions for Cooking Eggs (ACE) Dataset" and summarizes results of the contest on "Kitchen Scene Context based Gesture Recognition", in conjunction with ICPR2012. The dataset consists of naturally performed actions in a kitchen environment. Five kinds of cooking menus were actually performed by five different actors, and the cooking actions were recorded by a Kinect Sensor. Color image sequences and depth image sequences are both available. Besides, action label was given to each frame. To estimate the action label, action recognition method has to analyze not only actor's action, but also scene contexts such as ingredients and cooking utensils. We compare the submitted algorithms and the results in this paper.

Original language	English
Title of host publication	Advances in Depth Image Analysis and Applications - International Workshop, WDIA 2012, Selected and Invited Papers
Pages	168-185
Number of pages	18
DOIs	https://doi.org/10.1007/978-3-642-40303-3_18
State	Published - 5 Sep 2013
Event	International Workshop on Advances in Depth Image Analysis and Applications, WDIA 2012 - Tsukuba, Japan Duration: 11 Nov 2012 → 11 Nov 2012

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	7854 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	International Workshop on Advances in Depth Image Analysis and Applications, WDIA 2012
Country/Territory	Japan
City	Tsukuba
Period	11/11/12 → 11/11/12

ASJC Scopus subject areas

Theoretical Computer Science
Computer Science (all)

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10.1007/978-3-642-40303-3_18

Cite this

Shimada, A., Kondo, K., Deguchi, D., Morin, G., & Stern, H. (2013). Kitchen scene context based gesture recognition: A contest in ICPR2012. In Advances in Depth Image Analysis and Applications - International Workshop, WDIA 2012, Selected and Invited Papers (pp. 168-185). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 7854 LNCS). https://doi.org/10.1007/978-3-642-40303-3_18

Shimada, Atsushi ; Kondo, Kazuaki ; Deguchi, Daisuke et al. / Kitchen scene context based gesture recognition : A contest in ICPR2012. Advances in Depth Image Analysis and Applications - International Workshop, WDIA 2012, Selected and Invited Papers. 2013. pp. 168-185 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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title = "Kitchen scene context based gesture recognition: A contest in ICPR2012",

abstract = "This paper introduces a new open dataset {"}Actions for Cooking Eggs (ACE) Dataset{"} and summarizes results of the contest on {"}Kitchen Scene Context based Gesture Recognition{"}, in conjunction with ICPR2012. The dataset consists of naturally performed actions in a kitchen environment. Five kinds of cooking menus were actually performed by five different actors, and the cooking actions were recorded by a Kinect Sensor. Color image sequences and depth image sequences are both available. Besides, action label was given to each frame. To estimate the action label, action recognition method has to analyze not only actor's action, but also scene contexts such as ingredients and cooking utensils. We compare the submitted algorithms and the results in this paper.",

author = "Atsushi Shimada and Kazuaki Kondo and Daisuke Deguchi and G{\'e}raldine Morin and Helman Stern",

year = "2013",

month = sep,

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booktitle = "Advances in Depth Image Analysis and Applications - International Workshop, WDIA 2012, Selected and Invited Papers",

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Shimada, A, Kondo, K, Deguchi, D, Morin, G & Stern, H 2013, Kitchen scene context based gesture recognition: A contest in ICPR2012. in Advances in Depth Image Analysis and Applications - International Workshop, WDIA 2012, Selected and Invited Papers. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 7854 LNCS, pp. 168-185, International Workshop on Advances in Depth Image Analysis and Applications, WDIA 2012, Tsukuba, Japan, 11/11/12. https://doi.org/10.1007/978-3-642-40303-3_18

Kitchen scene context based gesture recognition: A contest in ICPR2012. / Shimada, Atsushi; Kondo, Kazuaki; Deguchi, Daisuke et al.
Advances in Depth Image Analysis and Applications - International Workshop, WDIA 2012, Selected and Invited Papers. 2013. p. 168-185 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 7854 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Kitchen scene context based gesture recognition

T2 - International Workshop on Advances in Depth Image Analysis and Applications, WDIA 2012

AU - Shimada, Atsushi

AU - Kondo, Kazuaki

AU - Deguchi, Daisuke

AU - Morin, Géraldine

AU - Stern, Helman

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AB - This paper introduces a new open dataset "Actions for Cooking Eggs (ACE) Dataset" and summarizes results of the contest on "Kitchen Scene Context based Gesture Recognition", in conjunction with ICPR2012. The dataset consists of naturally performed actions in a kitchen environment. Five kinds of cooking menus were actually performed by five different actors, and the cooking actions were recorded by a Kinect Sensor. Color image sequences and depth image sequences are both available. Besides, action label was given to each frame. To estimate the action label, action recognition method has to analyze not only actor's action, but also scene contexts such as ingredients and cooking utensils. We compare the submitted algorithms and the results in this paper.

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T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

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Shimada A, Kondo K, Deguchi D, Morin G, Stern H. Kitchen scene context based gesture recognition: A contest in ICPR2012. In Advances in Depth Image Analysis and Applications - International Workshop, WDIA 2012, Selected and Invited Papers. 2013. p. 168-185. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-642-40303-3_18

Kitchen scene context based gesture recognition: A contest in ICPR2012

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