Time invariant hand gesture recognition for human-computer interaction
Hand motion driven human-computer interface based on novel time-invariant gesture description is proposed. Description is represented as a sequence of overthreshold motion distribution histograms. Such description utilizes information about gesture spatial configuration and motion dynamics. K-neares...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Ivannikov Institute for System Programming of the Russian Academy of Sciences
2018-10-01
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| Series: | Труды Института системного программирования РАН |
| Subjects: | |
| Online Access: | https://ispranproceedings.elpub.ru/jour/article/view/830 |
| _version_ | 1818155224367366144 |
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| author | D. Kostyrev S. Anischenko M. Petrushan |
| author_facet | D. Kostyrev S. Anischenko M. Petrushan |
| author_sort | D. Kostyrev |
| collection | DOAJ |
| description | Hand motion driven human-computer interface based on novel time-invariant gesture description is proposed. Description is represented as a sequence of overthreshold motion distribution histograms. Such description utilizes information about gesture spatial configuration and motion dynamics. K-nearest-neighbour classifier was trained on six gesture types. Application for remote slideshow control was developed based on the proposed algorithm. |
| first_indexed | 2024-12-11T14:39:00Z |
| format | Article |
| id | doaj.art-cdd55cfdd5e1425587945043b118e577 |
| institution | Directory Open Access Journal |
| issn | 2079-8156 2220-6426 |
| language | English |
| last_indexed | 2024-12-11T14:39:00Z |
| publishDate | 2018-10-01 |
| publisher | Ivannikov Institute for System Programming of the Russian Academy of Sciences |
| record_format | Article |
| series | Труды Института системного программирования РАН |
| spelling | doaj.art-cdd55cfdd5e1425587945043b118e5772022-12-22T01:02:03ZengIvannikov Institute for System Programming of the Russian Academy of SciencesТруды Института системного программирования РАН2079-81562220-64262018-10-012649911210.15514/ISPRAS-2014-26(4)-8830Time invariant hand gesture recognition for human-computer interactionD. Kostyrev0S. Anischenko1M. Petrushan2НИИ нейрокибернетики им. А.Б.Когана Академии биологии и биотехнологии Южного федерального университетаНИИ нейрокибернетики им. А.Б.Когана Академии биологии и биотехнологии Южного федерального университетаНИИ нейрокибернетики им. А.Б.Когана Академии биологии и биотехнологии Южного федерального университетаHand motion driven human-computer interface based on novel time-invariant gesture description is proposed. Description is represented as a sequence of overthreshold motion distribution histograms. Such description utilizes information about gesture spatial configuration and motion dynamics. K-nearest-neighbour classifier was trained on six gesture types. Application for remote slideshow control was developed based on the proposed algorithm.https://ispranproceedings.elpub.ru/jour/article/view/830человеко-компьютерное взаимодействиераспознавание жестовраспознавание динамических паттернов |
| spellingShingle | D. Kostyrev S. Anischenko M. Petrushan Time invariant hand gesture recognition for human-computer interaction Труды Института системного программирования РАН человеко-компьютерное взаимодействие распознавание жестов распознавание динамических паттернов |
| title | Time invariant hand gesture recognition for human-computer interaction |
| title_full | Time invariant hand gesture recognition for human-computer interaction |
| title_fullStr | Time invariant hand gesture recognition for human-computer interaction |
| title_full_unstemmed | Time invariant hand gesture recognition for human-computer interaction |
| title_short | Time invariant hand gesture recognition for human-computer interaction |
| title_sort | time invariant hand gesture recognition for human computer interaction |
| topic | человеко-компьютерное взаимодействие распознавание жестов распознавание динамических паттернов |
| url | https://ispranproceedings.elpub.ru/jour/article/view/830 |
| work_keys_str_mv | AT dkostyrev timeinvarianthandgesturerecognitionforhumancomputerinteraction AT sanischenko timeinvarianthandgesturerecognitionforhumancomputerinteraction AT mpetrushan timeinvarianthandgesturerecognitionforhumancomputerinteraction |