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Towards Domain-Independent and Real-Time Gesture Recognition Using mmWave Signal. (arXiv:2111.06195v2 [cs.CV] UPDATED)
cs.LG updates on arXiv.org arxiv.org
Human gesture recognition using millimeter-wave (mmWave) signals provides
attractive applications including smart home and in-car interfaces. While
existing works achieve promising performance under controlled settings,
practical applications are still limited due to the need of intensive data
collection, extra training efforts when adapting to new domains, and poor
performance for real-time recognition. In this paper, we propose DI-Gesture, a
domain-independent and real-time mmWave gesture recognition system.
Specifically, we first derive signal variations corresponding to human gestures
with spatial-temporal processing. To …
arxiv cv gesture recognition independent real-time signal time