| Paper Abstract and Keywords |
| Presentation |
2019-12-13 10:00
Visualization of conceptual model of cooking workspace
Ryutaro Hama, Azusa Saito, Yukari Takaku (LIXIL), Atsushi Hashimoto (Omron Sinic X) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper proposes a method for visualizing and analyzing conceptual models of cooking space in kitchen.
We hypothesized that users recognize the space as a set of separated areas to which the users allocate cooking items (tools and foods) along with the concepts in their mind.
To model such concepts, we separated cooking areas according to the detected items' location, then characterized these areas by the located items' categories; we use Single shot multibox detector (SSD) for item detection, the EM algorithm with Gaussian Mixture Model (GMM) for dividing the space into areas based on the detected items, and characterize each area with term frequency - inverse document frequency (tf-idf), where we regard each area as a document and items as terms.
In conclusion, we visualized their conceptual models of relationships of kitchen items and the areas, and their shape patterns. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Ergonomics / Human-Centric Design / Object detection / Datamining / Machine Learning / Conceptual Models / / |
| Reference Info. |
IEICE Tech. Rep. |
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| Conference Information |
| Committee |
HCGSYMPO |
| Conference Date |
2019-12-11 - 2019-12-13 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hiroshima-ken Joho Plaza (Hiroshima) |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
HCG Symposium 2019 |
| Paper Information |
| Registration To |
HCGSYMPO |
| Conference Code |
2019-12-HCGSYMPO |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Visualization of conceptual model of cooking workspace |
| Sub Title (in English) |
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| Keyword(1) |
Ergonomics |
| Keyword(2) |
Human-Centric Design |
| Keyword(3) |
Object detection |
| Keyword(4) |
Datamining |
| Keyword(5) |
Machine Learning |
| Keyword(6) |
Conceptual Models |
| Keyword(7) |
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| 1st Author's Name |
Ryutaro Hama |
| 1st Author's Affiliation |
LIXIL Corporation (LIXIL) |
| 2nd Author's Name |
Azusa Saito |
| 2nd Author's Affiliation |
LIXIL Corporation (LIXIL) |
| 3rd Author's Name |
Yukari Takaku |
| 3rd Author's Affiliation |
LIXIL Corporation (LIXIL) |
| 4th Author's Name |
Atsushi Hashimoto |
| 4th Author's Affiliation |
OMRON SINIC X Corp (Omron Sinic X) |
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| Speaker |
Author-1 |
| Date Time |
2019-12-13 10:00:00 |
| Presentation Time |
15 minutes |
| Registration for |
HCGSYMPO |
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