Form of presentation | Articles in international journals and collections |
Year of publication | 2021 |
Язык | английский |
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Magid Evgeniy Arkadevich, author
Safin Ramil Nabiullovich, author
Coy Tatyana Grigorevna, author
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Safin Ramil Nabiullovich, postgraduate kfu
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Nikiforov Nikita Andreevich, author
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Bibliographic description in the original language |
Nikiforov N. Pilot studies on Avrora Unior car-like robot control using gestures / Tsoy T., Safin R., Bai Y., Svinin M., Magid E. // Smart Innovation, Systems and Technologies. - Vol. 232. - p. 271-283. |
Annotation |
16th International Conference on Electromechanics and Robotics «Zavalishin's Readings« (ER(ZR)-2021) |
Keywords |
Gesture-based control, Car-like robot control, Machine learning, Posture matching, New dataset, Avrora unior car |
The name of the journal |
16th International Conference on Electromechanics and Robotics «Zavalishin's Readings« (ER(ZR)-2021)
|
URL |
https://link.springer.com/chapter/10.1007/978-981-16-2814-6_24 |
Please use this ID to quote from or refer to the card |
https://repository.kpfu.ru/eng/?p_id=254089&p_lang=2 |
Resource files | |
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Full metadata record |
Field DC |
Value |
Language |
dc.contributor.author |
Magid Evgeniy Arkadevich |
ru_RU |
dc.contributor.author |
Safin Ramil Nabiullovich |
ru_RU |
dc.contributor.author |
Coy Tatyana Grigorevna |
ru_RU |
dc.contributor.author |
Nikiforov Nikita Andreevich |
ru_RU |
dc.contributor.author |
Safin Ramil Nabiullovich |
ru_RU |
dc.date.accessioned |
2021-01-01T00:00:00Z |
ru_RU |
dc.date.available |
2021-01-01T00:00:00Z |
ru_RU |
dc.date.issued |
2021 |
ru_RU |
dc.identifier.citation |
Nikiforov N. Pilot studies on Avrora Unior car-like robot control using gestures / Tsoy T., Safin R., Bai Y., Svinin M., Magid E. // Smart Innovation, Systems and Technologies. - Vol. 232. - p. 271-283. |
ru_RU |
dc.identifier.uri |
https://repository.kpfu.ru/eng/?p_id=254089&p_lang=2 |
ru_RU |
dc.description.abstract |
16th International Conference on Electromechanics and Robotics «Zavalishin's Readings« (ER(ZR)-2021) |
ru_RU |
dc.description.abstract |
Gesture recognition is not only an important communication channel in human-human interaction but it also allows a human to communicate with other intelligent devices. This paper presents a concept for controlling the car-like robot Avrora Unior locomotion using gestures. We created a list of 18 control commands that contains basic and compound commands. A group of 17 volunteers used this list to create individual control gestures independently. A small part of the obtained dataset of gestures was used with the Teachable machine service in order to preliminary evaluate a possibility of constructing a full-scale model and to train it appropriately. The obtained model demonstrated acceptable recognition rate. We also attempted to apply SURF and FLANN techniques for matching with the direct matching approach and the skeleton-based approach, but the matching results were not satisfactory. |
ru_RU |
dc.language.iso |
ru |
ru_RU |
dc.subject |
Gesture-based control |
ru_RU |
dc.subject |
Car-like robot control |
ru_RU |
dc.subject |
Machine learning |
ru_RU |
dc.subject |
Posture matching |
ru_RU |
dc.subject |
New dataset |
ru_RU |
dc.subject |
Avrora unior car |
ru_RU |
dc.title |
Pilot studies on Avrora Unior car-like robot control using gestures |
ru_RU |
dc.type |
Articles in international journals and collections |
ru_RU |
|