Matches in SemOpenAlex for { <https://semopenalex.org/work/W4220783478> ?p ?o ?g. }
- W4220783478 abstract "We present a framework for gesture customization requiring minimal examples from users, all without degrading the performance of existing gesture sets. To achieve this, we first deployed a large-scale study (N=500+) to collect data and train an accelerometer-gyroscope recognition model with a cross-user accuracy of 95.7% and a false-positive rate of 0.6 per hour when tested on everyday non-gesture data. Next, we design a few-shot learning framework which derives a lightweight model from our pre-trained model, enabling knowledge transfer without performance degradation. We validate our approach through a user study (N=20) examining on-device customization from 12 new gestures, resulting in an average accuracy of 55.3%, 83.1%, and 87.2% on using one, three, or five shots when adding a new gesture, while maintaining the same recognition accuracy and false-positive rate from the pre-existing gesture set. We further evaluate the usability of our real-time implementation with a user experience study (N=20). Our results highlight the effectiveness, learnability, and usability of our customization framework. Our approach paves the way for a future where users are no longer bound to pre-existing gestures, freeing them to creatively introduce new gestures tailored to their preferences and abilities." @default.
- W4220783478 created "2022-04-03" @default.
- W4220783478 creator A5000074087 @default.
- W4220783478 creator A5000502299 @default.
- W4220783478 creator A5016632629 @default.
- W4220783478 creator A5019742035 @default.
- W4220783478 creator A5028657438 @default.
- W4220783478 creator A5039125132 @default.
- W4220783478 creator A5039238746 @default.
- W4220783478 creator A5042279639 @default.
- W4220783478 creator A5058154670 @default.
- W4220783478 creator A5064669297 @default.
- W4220783478 creator A5066796307 @default.
- W4220783478 creator A5071538660 @default.
- W4220783478 creator A5076911944 @default.
- W4220783478 creator A5077740878 @default.
- W4220783478 creator A5089087449 @default.
- W4220783478 creator A5091726888 @default.
- W4220783478 date "2022-04-29" @default.
- W4220783478 modified "2023-10-14" @default.
- W4220783478 title "Enabling Hand Gesture Customization on Wrist-Worn Devices" @default.
- W4220783478 cites W1983506867 @default.
- W4220783478 cites W1986707552 @default.
- W4220783478 cites W1995928231 @default.
- W4220783478 cites W1996194485 @default.
- W4220783478 cites W2008834805 @default.
- W4220783478 cites W2032191478 @default.
- W4220783478 cites W2060277733 @default.
- W4220783478 cites W2061413511 @default.
- W4220783478 cites W2062179223 @default.
- W4220783478 cites W2066422153 @default.
- W4220783478 cites W2069969516 @default.
- W4220783478 cites W2070099144 @default.
- W4220783478 cites W2070898343 @default.
- W4220783478 cites W2081398635 @default.
- W4220783478 cites W2086184552 @default.
- W4220783478 cites W2088182082 @default.
- W4220783478 cites W2099800354 @default.
- W4220783478 cites W2102911672 @default.
- W4220783478 cites W2103753221 @default.
- W4220783478 cites W2115466366 @default.
- W4220783478 cites W2126803794 @default.
- W4220783478 cites W2129114382 @default.
- W4220783478 cites W2135165686 @default.
- W4220783478 cites W2137847051 @default.
- W4220783478 cites W2141964067 @default.
- W4220783478 cites W2142639790 @default.
- W4220783478 cites W2145925009 @default.
- W4220783478 cites W2148723390 @default.
- W4220783478 cites W2149802704 @default.
- W4220783478 cites W2157771033 @default.
- W4220783478 cites W2158892938 @default.
- W4220783478 cites W2161304134 @default.
- W4220783478 cites W2162425553 @default.
- W4220783478 cites W2163096731 @default.
- W4220783478 cites W2165698076 @default.
- W4220783478 cites W2169709590 @default.
- W4220783478 cites W2209204668 @default.
- W4220783478 cites W2394945029 @default.
- W4220783478 cites W2402069821 @default.
- W4220783478 cites W2405829620 @default.
- W4220783478 cites W2469690627 @default.
- W4220783478 cites W2526050071 @default.
- W4220783478 cites W2535125107 @default.
- W4220783478 cites W2535391349 @default.
- W4220783478 cites W2538172027 @default.
- W4220783478 cites W2766880125 @default.
- W4220783478 cites W2790342539 @default.
- W4220783478 cites W2898581654 @default.
- W4220783478 cites W2941054658 @default.
- W4220783478 cites W2941266383 @default.
- W4220783478 cites W2942395439 @default.
- W4220783478 cites W2963163009 @default.
- W4220783478 cites W2969656782 @default.
- W4220783478 cites W2981207893 @default.
- W4220783478 cites W2983307807 @default.
- W4220783478 cites W3003952261 @default.
- W4220783478 cites W3031029492 @default.
- W4220783478 cites W3031554797 @default.
- W4220783478 cites W3035531123 @default.
- W4220783478 cites W3046296398 @default.
- W4220783478 cites W3093947012 @default.
- W4220783478 cites W3093964127 @default.
- W4220783478 cites W3103802018 @default.
- W4220783478 cites W3139752690 @default.
- W4220783478 cites W3141797743 @default.
- W4220783478 cites W3162754028 @default.
- W4220783478 cites W3163548969 @default.
- W4220783478 cites W4255601674 @default.
- W4220783478 doi "https://doi.org/10.1145/3491102.3501904" @default.
- W4220783478 hasPublicationYear "2022" @default.
- W4220783478 type Work @default.
- W4220783478 citedByCount "12" @default.
- W4220783478 countsByYear W42207834782022 @default.
- W4220783478 countsByYear W42207834782023 @default.
- W4220783478 crossrefType "proceedings-article" @default.
- W4220783478 hasAuthorship W4220783478A5000074087 @default.
- W4220783478 hasAuthorship W4220783478A5000502299 @default.
- W4220783478 hasAuthorship W4220783478A5016632629 @default.
- W4220783478 hasAuthorship W4220783478A5019742035 @default.