BNCI2003_IVa Motor Imagery dataset
…Boosting bit rates in non-invasive EEG single-trial classifications by feature…
- Participants
- 5
- Channels
- 118 (10-05)
- Citations
- 86
- HED
- v8.4.0
- Size
- 493 MB
- Version
- vv1.0.1
- Updated
- Jul 10, 2026
94 results for "Riemannian classification" · page 5 of 10 · ranked by relevance
…Boosting bit rates in non-invasive EEG single-trial classifications by feature…
…network capable of subject-independent classification of perceived sentences. We found that…
…entropy-based methods and PCA/SVD; (5) Classification: SVM, LDA, KNN, Naive…
…substantially, while maintaining both the classification performance as well as the explained…
…offline classification Performance (Original Study) ---------------------------- Accuracy: 85.0% Itr: 48.7 bits…
…It serves as a standard benchmark for 4-class motor imagery classification…
…55 channels used for classification (all except Fp1,2, AF3,4, F9…
…CSP, FBCSP, ERD/ERS, Riemannian geometry (SCMs on SPD manifolds), Tangent Space…
…For classification: same filter applied causally (forward only) for online portability. Artifact…
…percentage, ERD/ERS analysis, and classification analysis. ## Methodology Subjects performed motor imagery…