Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313303722> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W4313303722 abstract "Drowsiness reduces concentration and increases response time, which causes fatal road accidents. Monitoring drivers' drowsiness levels by electroencephalogram (EEG) and taking action may prevent road accidents. EEG signals effectively monitor the driver's mental state as they can monitor brain dynamics. However, calibration is required in advance because EEG signals vary between and within subjects. Because of the inconvenience, calibration has reduced the accessibility of the brain-computer interface (BCI). Developing a generalized classification model is similar to domain generalization, which overcomes the domain shift problem. Especially data augmentation is frequently used. This paper proposes a calibration-free framework for driver drowsiness state classification using manifold-level augmentation. This framework increases the diversity of source domains by utilizing features. We experimented with various augmentation methods to improve the generalization performance. Based on the results of the experiments, we found that deeper models with smaller kernel sizes improved generalizability. In addition, applying an augmentation at the manifold-level resulted in an outstanding improvement. The framework demonstrated the capability for calibration-free BCI." @default.
- W4313303722 created "2023-01-06" @default.
- W4313303722 creator A5024646050 @default.
- W4313303722 creator A5024651579 @default.
- W4313303722 creator A5088735694 @default.
- W4313303722 date "2022-12-14" @default.
- W4313303722 modified "2023-09-27" @default.
- W4313303722 title "Calibration-Free Driver Drowsiness Classification based on Manifold-Level Augmentation" @default.
- W4313303722 doi "https://doi.org/10.48550/arxiv.2212.13887" @default.
- W4313303722 hasPublicationYear "2022" @default.
- W4313303722 type Work @default.
- W4313303722 citedByCount "0" @default.
- W4313303722 crossrefType "posted-content" @default.
- W4313303722 hasAuthorship W4313303722A5024646050 @default.
- W4313303722 hasAuthorship W4313303722A5024651579 @default.
- W4313303722 hasAuthorship W4313303722A5088735694 @default.
- W4313303722 hasBestOaLocation W43133037221 @default.
- W4313303722 hasConcept C105795698 @default.
- W4313303722 hasConcept C113843644 @default.
- W4313303722 hasConcept C114614502 @default.
- W4313303722 hasConcept C127413603 @default.
- W4313303722 hasConcept C129307140 @default.
- W4313303722 hasConcept C134306372 @default.
- W4313303722 hasConcept C153180895 @default.
- W4313303722 hasConcept C154945302 @default.
- W4313303722 hasConcept C15744967 @default.
- W4313303722 hasConcept C157915830 @default.
- W4313303722 hasConcept C165838908 @default.
- W4313303722 hasConcept C169760540 @default.
- W4313303722 hasConcept C173201364 @default.
- W4313303722 hasConcept C173608175 @default.
- W4313303722 hasConcept C177148314 @default.
- W4313303722 hasConcept C27158222 @default.
- W4313303722 hasConcept C33923547 @default.
- W4313303722 hasConcept C36503486 @default.
- W4313303722 hasConcept C41008148 @default.
- W4313303722 hasConcept C522805319 @default.
- W4313303722 hasConcept C529865628 @default.
- W4313303722 hasConcept C74193536 @default.
- W4313303722 hasConcept C78519656 @default.
- W4313303722 hasConceptScore W4313303722C105795698 @default.
- W4313303722 hasConceptScore W4313303722C113843644 @default.
- W4313303722 hasConceptScore W4313303722C114614502 @default.
- W4313303722 hasConceptScore W4313303722C127413603 @default.
- W4313303722 hasConceptScore W4313303722C129307140 @default.
- W4313303722 hasConceptScore W4313303722C134306372 @default.
- W4313303722 hasConceptScore W4313303722C153180895 @default.
- W4313303722 hasConceptScore W4313303722C154945302 @default.
- W4313303722 hasConceptScore W4313303722C15744967 @default.
- W4313303722 hasConceptScore W4313303722C157915830 @default.
- W4313303722 hasConceptScore W4313303722C165838908 @default.
- W4313303722 hasConceptScore W4313303722C169760540 @default.
- W4313303722 hasConceptScore W4313303722C173201364 @default.
- W4313303722 hasConceptScore W4313303722C173608175 @default.
- W4313303722 hasConceptScore W4313303722C177148314 @default.
- W4313303722 hasConceptScore W4313303722C27158222 @default.
- W4313303722 hasConceptScore W4313303722C33923547 @default.
- W4313303722 hasConceptScore W4313303722C36503486 @default.
- W4313303722 hasConceptScore W4313303722C41008148 @default.
- W4313303722 hasConceptScore W4313303722C522805319 @default.
- W4313303722 hasConceptScore W4313303722C529865628 @default.
- W4313303722 hasConceptScore W4313303722C74193536 @default.
- W4313303722 hasConceptScore W4313303722C78519656 @default.
- W4313303722 hasLocation W43133037221 @default.
- W4313303722 hasOpenAccess W4313303722 @default.
- W4313303722 hasPrimaryLocation W43133037221 @default.
- W4313303722 hasRelatedWork W1928693110 @default.
- W4313303722 hasRelatedWork W2088551320 @default.
- W4313303722 hasRelatedWork W2125218192 @default.
- W4313303722 hasRelatedWork W2755869494 @default.
- W4313303722 hasRelatedWork W2885034470 @default.
- W4313303722 hasRelatedWork W292274169 @default.
- W4313303722 hasRelatedWork W2945206942 @default.
- W4313303722 hasRelatedWork W3197813232 @default.
- W4313303722 hasRelatedWork W4289530477 @default.
- W4313303722 hasRelatedWork W2181311869 @default.
- W4313303722 isParatext "false" @default.
- W4313303722 isRetracted "false" @default.
- W4313303722 workType "article" @default.