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Eye-Blink, Improvements: Report numbers in tabular format to make it…

- - - - Ease in real-world deployment
- - - - Untapped research fields
        
        Reflex
        
        Voluntary
    - - Blink Rate
      - Blink duration
  - - - Eye blink extraction from cameras
        
        Use of webcam
        
        Face Landmark tracing with parameterizations
    - - Transform to time-frequency domain
        
        Used Lomb-Scargle periodogram
    - - Uses features as inputs for Long-Short Term Memory Network (LSTM)
- - - - Approximately 25 mins
        
        Break
        
        Hard Level. Followed by Self-report Questionnaire
        
        Easy level test. Followed by Self-report Questionnaire
        
        End
        
        Baseline or start. Followed by Self-report Questionnaire
      - Traditional metrics are unreliable
        
        Propose Blink Entropy
        
        Measured Correlation
        
        Compared with traditional metrics
        
        Shapiro-Wilk Test
        
        Friedman Test
  - - - Handcrafted
        
        Achieved a maximum score of 63.9% from subjective tests
        
        Used SVM, Random Forest, & KNN
      - Timeseries
        
        Used MLP & LSTM
        
        Achieved a maximum score of 66.7% from objective tests
      - Spectrogram
        
        Reached 70%+ scores
        
        LSTM