Matches in SemOpenAlex for { <https://semopenalex.org/work/W4309161330> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W4309161330 endingPage "1215" @default.
- W4309161330 startingPage "1204" @default.
- W4309161330 abstract "sEMG-based gesture recognition is widely applied in human-machine interaction system by its unique advantages. However, the accuracy of recognition drops significantly as electrodes shift. Besides, in applications such as VR, virtual hands should be shown in reasonable posture by self-calibration. We propose an armband fusing sEMG and IMU with autonomously adjustable gain, and an extended spatial transformer convolutional neural network (EST-CNN) with feature enhanced pretreatment (FEP) to accomplish both gesture recognition and self-calibration via a one-shot processing. Different from anthropogenic calibration methods, spatial transformer layers (STL) in EST-CNN automatically learn the transformation relation, and explicitly express the rotational angle for coarse correction. Due to the shape change of feature pattern as rotational shift, we design the fine tuning layer (FTL) which is able to regulate rotational angle within 45°. By combining STL, FTL and IMU-based posture, EST-CNN is able to calculate non-discretized angle, and achieves high resolution of posture estimation based on sparse sEMG electrodes. Experiments collect frequently-used 3 gestures of 4 subjects in equidistant angles to evaluate EST-CNN. The results under electrodes shift show that the accuracy of gesture recognition is 97.06%, which is 5.81% higher than CNN, the fitness between estimated and true rotational angle is 99.44%." @default.
- W4309161330 created "2022-11-24" @default.
- W4309161330 creator A5017541508 @default.
- W4309161330 creator A5030662055 @default.
- W4309161330 creator A5046374199 @default.
- W4309161330 creator A5087570366 @default.
- W4309161330 date "2022-12-01" @default.
- W4309161330 modified "2023-10-14" @default.
- W4309161330 title "An Extended Spatial Transformer Convolutional Neural Network for Gesture Recognition and Self-Calibration Based on Sparse sEMG Electrodes" @default.
- W4309161330 cites W2113555622 @default.
- W4309161330 cites W2775447708 @default.
- W4309161330 cites W2897843070 @default.
- W4309161330 cites W2899220357 @default.
- W4309161330 cites W2910507918 @default.
- W4309161330 cites W2912302853 @default.
- W4309161330 cites W2922138935 @default.
- W4309161330 cites W2946169776 @default.
- W4309161330 cites W2960874472 @default.
- W4309161330 cites W2964331764 @default.
- W4309161330 cites W2965087489 @default.
- W4309161330 cites W2976523354 @default.
- W4309161330 cites W2991257032 @default.
- W4309161330 cites W3006808307 @default.
- W4309161330 cites W3011014576 @default.
- W4309161330 cites W3015009029 @default.
- W4309161330 cites W3019203112 @default.
- W4309161330 cites W3039744314 @default.
- W4309161330 cites W3043248516 @default.
- W4309161330 cites W3043559739 @default.
- W4309161330 cites W3046800800 @default.
- W4309161330 cites W3092625427 @default.
- W4309161330 cites W3093217586 @default.
- W4309161330 cites W3099191926 @default.
- W4309161330 cites W3129496554 @default.
- W4309161330 cites W3131174451 @default.
- W4309161330 cites W3191371492 @default.
- W4309161330 cites W3217367093 @default.
- W4309161330 doi "https://doi.org/10.1109/tbcas.2022.3222196" @default.
- W4309161330 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/36378801" @default.
- W4309161330 hasPublicationYear "2022" @default.
- W4309161330 type Work @default.
- W4309161330 citedByCount "2" @default.
- W4309161330 countsByYear W43091613302023 @default.
- W4309161330 crossrefType "journal-article" @default.
- W4309161330 hasAuthorship W4309161330A5017541508 @default.
- W4309161330 hasAuthorship W4309161330A5030662055 @default.
- W4309161330 hasAuthorship W4309161330A5046374199 @default.
- W4309161330 hasAuthorship W4309161330A5087570366 @default.
- W4309161330 hasConcept C105795698 @default.
- W4309161330 hasConcept C119599485 @default.
- W4309161330 hasConcept C127413603 @default.
- W4309161330 hasConcept C153180895 @default.
- W4309161330 hasConcept C154945302 @default.
- W4309161330 hasConcept C159437735 @default.
- W4309161330 hasConcept C165801399 @default.
- W4309161330 hasConcept C165838908 @default.
- W4309161330 hasConcept C207347870 @default.
- W4309161330 hasConcept C31972630 @default.
- W4309161330 hasConcept C33923547 @default.
- W4309161330 hasConcept C41008148 @default.
- W4309161330 hasConcept C52622490 @default.
- W4309161330 hasConcept C66322947 @default.
- W4309161330 hasConcept C81363708 @default.
- W4309161330 hasConceptScore W4309161330C105795698 @default.
- W4309161330 hasConceptScore W4309161330C119599485 @default.
- W4309161330 hasConceptScore W4309161330C127413603 @default.
- W4309161330 hasConceptScore W4309161330C153180895 @default.
- W4309161330 hasConceptScore W4309161330C154945302 @default.
- W4309161330 hasConceptScore W4309161330C159437735 @default.
- W4309161330 hasConceptScore W4309161330C165801399 @default.
- W4309161330 hasConceptScore W4309161330C165838908 @default.
- W4309161330 hasConceptScore W4309161330C207347870 @default.
- W4309161330 hasConceptScore W4309161330C31972630 @default.
- W4309161330 hasConceptScore W4309161330C33923547 @default.
- W4309161330 hasConceptScore W4309161330C41008148 @default.
- W4309161330 hasConceptScore W4309161330C52622490 @default.
- W4309161330 hasConceptScore W4309161330C66322947 @default.
- W4309161330 hasConceptScore W4309161330C81363708 @default.
- W4309161330 hasFunder F4320321001 @default.
- W4309161330 hasIssue "6" @default.
- W4309161330 hasLocation W43091613301 @default.
- W4309161330 hasLocation W43091613302 @default.
- W4309161330 hasOpenAccess W4309161330 @default.
- W4309161330 hasPrimaryLocation W43091613301 @default.
- W4309161330 hasRelatedWork W2059299633 @default.
- W4309161330 hasRelatedWork W2107891793 @default.
- W4309161330 hasRelatedWork W2234765641 @default.
- W4309161330 hasRelatedWork W2732542196 @default.
- W4309161330 hasRelatedWork W2903018492 @default.
- W4309161330 hasRelatedWork W2940977206 @default.
- W4309161330 hasRelatedWork W2969680539 @default.
- W4309161330 hasRelatedWork W2977314777 @default.
- W4309161330 hasRelatedWork W2995914718 @default.
- W4309161330 hasRelatedWork W3156786002 @default.
- W4309161330 hasVolume "16" @default.
- W4309161330 isParatext "false" @default.
- W4309161330 isRetracted "false" @default.
- W4309161330 workType "article" @default.