Search Results for author: Serkan Musellim

Found 2 papers, 0 papers with code

Prototype-based Domain Generalization Framework for Subject-Independent Brain-Computer Interfaces

no code implementations15 Apr 2022 Serkan Musellim, Dong-Kyun Han, Ji-Hoon Jeong, Seong-Whan Lee

For this purpose, in this paper, we proposed a framework that employs the open-set recognition technique as an auxiliary task to learn subject-specific style features from the source dataset while helping the shared feature extractor with mapping the features of the unseen target dataset as a new unseen domain.

Brain Computer Interface Domain Generalization +2

Confidence-Aware Subject-to-Subject Transfer Learning for Brain-Computer Interface

no code implementations15 Dec 2021 Dong-Kyun Han, Serkan Musellim, Dong-Young Kim, Ji-Hoon Jeong

The main purpose of this paper is to propose a method of excluding subjects that are expected to have a negative impact on subject-to-subject TL training, which generally uses data from as many subjects as possible.

Brain Computer Interface EEG +2

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