Imagined Speech EEG database — Spanish vowels and commands (Pressel et al. 2016)
…This resource supports brain-computer interface research and motor imagery classification studies…
- Participants
- 15
- Size
- 362 MB
- Version
- v1.0.1
- Updated
- Jun 23, 2026
100 results for "ICA component classification" · page 6 of 10 · ranked by relevance
…This resource supports brain-computer interface research and motor imagery classification studies…
…computer interface applications, achieving mean classification accuracy of 66.2±4.8…
…computer interface applications, achieving mean classification accuracy of 73.3±8.9…
…Offline Classification** (held-out participants): - Accuracy: >90% for gesture classification - False-negative…
…categories through single-trial EEG classification and representational similarity analysis. ## Dataset Summary…
…offline classification, iterative calibration (1-6 blocks) ## Performance (Original Study) - **Accuracy**: 95…
…extraction and relevance vector machine classification, achieving approximately 49% mean accuracy across…
…In a 10-fold cross validation test, a classification accuracy over 80…
…Each trial consisted of a novel combination of the instruction components. Additional…
…Boosting bit rates in non-invasive EEG single-trial classifications by feature…