BTCRSleep: a boundary temporal context refinement based fully convolutional network for sleep staging with single-channel EEG.
Sign Up to like & getrecommendations! Published in 2023 at "Physiological measurement"
DOI: 10.1088/1361-6579/acdb46
Abstract: OBJECTIVE Sleep staging studies on single-channel EEG mainly exploit deep learning methods combining convolutional neural networks and recurrent neural networks. However, when typical brain waves (such as K-complexes or sleep spindles) that identify sleep stages… read more here.
Keywords: boundary temporal; context refinement; temporal context; context ... See more keywords
Single-Shot Global and Local Context Refinement Neural Network for Head Detection
Sign Up to like & getrecommendations! Published in 2022 at "Future Internet"
DOI: 10.3390/fi14120384
Abstract: Head detection is a fundamental task, and it plays an important role in many head-related problems. The difficulty in creating the local and global context in the face of significant lighting, orientation, and occlusion uncertainty,… read more here.
Keywords: context refinement; head detection; context; local context ... See more keywords
Optimization by Context Refinement for Development of Incremental Granular Models
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DOI: 10.3390/sym12111916
Abstract: Optimization by refinement of linguistic contexts produced from an output variable in the construction of an incremental granular model (IGM) is presented herein. In contrast to the conventional learning method using the backpropagation algorithm, we… read more here.
Keywords: incremental granular; context refinement; linear regression; optimization context ... See more keywords