Matches in SemOpenAlex for { <https://semopenalex.org/work/W2916857909> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W2916857909 abstract "Automatic sign language recognition is an important milestone in facilitating the communication between the deaf community and hearing people. Existing approaches are either intrusive or susceptible to ambient environments and user diversity. Moreover, most of them perform only isolated word recognition, not sentence-level sequence translation. In this paper, we present MyoSign, a deep learning based system that enables end-to-end American Sign Language (ASL) recognition at both word and sentence levels. We leverage a lightweight wearable device which can provide inertial and electromyography signals to non-intrusively capture signs. First, we propose a multimodal Convolutional Neural Network (CNN) to abstract representations from inputs of different sensory modalities. Then, a bidirectional Long Short Term Memory (LSTM) is exploited to model temporal dependences. On the top of the networks, we employ Connectionist Temporal Classification (CTC) to get around temporal segments and achieve end-to-end continuous sign language recognition. We evaluate MyoSign on 70 commonly used ASL words and 100 ASL sentences from 15 volunteers. Our system achieves an average accuracy of 93.7% at word-level and 93.1% at sentence-level in user-independent settings. In addition, MyoSign can recognize sentences unseen in the training set with 92.4% accuracy. The encouraging results indicate that MyoSign can be a meaningful buildup in the advancement of sign language recognition." @default.
- W2916857909 created "2019-03-02" @default.
- W2916857909 creator A5010296816 @default.
- W2916857909 creator A5046454314 @default.
- W2916857909 creator A5052441498 @default.
- W2916857909 creator A5080735109 @default.
- W2916857909 date "2019-03-17" @default.
- W2916857909 modified "2023-10-16" @default.
- W2916857909 title "MyoSign" @default.
- W2916857909 cites W2004931716 @default.
- W2916857909 cites W2014233635 @default.
- W2916857909 cites W2082629283 @default.
- W2916857909 cites W2122585011 @default.
- W2916857909 cites W2127141656 @default.
- W2916857909 cites W2139705460 @default.
- W2916857909 cites W2144299314 @default.
- W2916857909 cites W2145835757 @default.
- W2916857909 cites W2188882108 @default.
- W2916857909 cites W2318254485 @default.
- W2916857909 cites W2342090483 @default.
- W2916857909 cites W2469690627 @default.
- W2916857909 cites W2471695703 @default.
- W2916857909 cites W2516046201 @default.
- W2916857909 cites W2538172027 @default.
- W2916857909 cites W2546432315 @default.
- W2916857909 cites W2548276179 @default.
- W2916857909 cites W2587277634 @default.
- W2916857909 cites W2592132175 @default.
- W2916857909 cites W2752124358 @default.
- W2916857909 cites W2753202447 @default.
- W2916857909 cites W2770466517 @default.
- W2916857909 cites W2794782869 @default.
- W2916857909 cites W2794843057 @default.
- W2916857909 cites W2795198677 @default.
- W2916857909 cites W2964184470 @default.
- W2916857909 cites W3106076771 @default.
- W2916857909 doi "https://doi.org/10.1145/3301275.3302296" @default.
- W2916857909 hasPublicationYear "2019" @default.
- W2916857909 type Work @default.
- W2916857909 sameAs 2916857909 @default.
- W2916857909 citedByCount "40" @default.
- W2916857909 countsByYear W29168579092019 @default.
- W2916857909 countsByYear W29168579092020 @default.
- W2916857909 countsByYear W29168579092021 @default.
- W2916857909 countsByYear W29168579092022 @default.
- W2916857909 countsByYear W29168579092023 @default.
- W2916857909 crossrefType "proceedings-article" @default.
- W2916857909 hasAuthorship W2916857909A5010296816 @default.
- W2916857909 hasAuthorship W2916857909A5046454314 @default.
- W2916857909 hasAuthorship W2916857909A5052441498 @default.
- W2916857909 hasAuthorship W2916857909A5080735109 @default.
- W2916857909 hasConcept C138885662 @default.
- W2916857909 hasConcept C147168706 @default.
- W2916857909 hasConcept C153083717 @default.
- W2916857909 hasConcept C154945302 @default.
- W2916857909 hasConcept C204321447 @default.
- W2916857909 hasConcept C23224414 @default.
- W2916857909 hasConcept C2776737515 @default.
- W2916857909 hasConcept C2777530160 @default.
- W2916857909 hasConcept C28490314 @default.
- W2916857909 hasConcept C41008148 @default.
- W2916857909 hasConcept C41895202 @default.
- W2916857909 hasConcept C50644808 @default.
- W2916857909 hasConcept C522192633 @default.
- W2916857909 hasConcept C81363708 @default.
- W2916857909 hasConcept C90805587 @default.
- W2916857909 hasConceptScore W2916857909C138885662 @default.
- W2916857909 hasConceptScore W2916857909C147168706 @default.
- W2916857909 hasConceptScore W2916857909C153083717 @default.
- W2916857909 hasConceptScore W2916857909C154945302 @default.
- W2916857909 hasConceptScore W2916857909C204321447 @default.
- W2916857909 hasConceptScore W2916857909C23224414 @default.
- W2916857909 hasConceptScore W2916857909C2776737515 @default.
- W2916857909 hasConceptScore W2916857909C2777530160 @default.
- W2916857909 hasConceptScore W2916857909C28490314 @default.
- W2916857909 hasConceptScore W2916857909C41008148 @default.
- W2916857909 hasConceptScore W2916857909C41895202 @default.
- W2916857909 hasConceptScore W2916857909C50644808 @default.
- W2916857909 hasConceptScore W2916857909C522192633 @default.
- W2916857909 hasConceptScore W2916857909C81363708 @default.
- W2916857909 hasConceptScore W2916857909C90805587 @default.
- W2916857909 hasLocation W29168579091 @default.
- W2916857909 hasOpenAccess W2916857909 @default.
- W2916857909 hasPrimaryLocation W29168579091 @default.
- W2916857909 hasRelatedWork W1489125746 @default.
- W2916857909 hasRelatedWork W1489815656 @default.
- W2916857909 hasRelatedWork W2021413527 @default.
- W2916857909 hasRelatedWork W2123092024 @default.
- W2916857909 hasRelatedWork W2125145484 @default.
- W2916857909 hasRelatedWork W2165457299 @default.
- W2916857909 hasRelatedWork W2167519492 @default.
- W2916857909 hasRelatedWork W2963920996 @default.
- W2916857909 hasRelatedWork W3157193418 @default.
- W2916857909 hasRelatedWork W4310490371 @default.
- W2916857909 isParatext "false" @default.
- W2916857909 isRetracted "false" @default.
- W2916857909 magId "2916857909" @default.
- W2916857909 workType "article" @default.