Scalp EEG Separation During RSVP Tasks
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Transcript of Scalp EEG Separation During RSVP Tasks
Scalp EEG Separation During RSVP Tasks
Kaushik Majumdar
Indian Statistical Institute
Bangalore Center
Done with Robert M. Frank in EGI & University of Oregon in 2006
Neurotechnology for Intelligent Analysts
• Funded by DARPA of USA in 2006.
• 8 teams involved.
The RSVP Task
• Grey scale satellite images were presented at 3/s rate.
• # interesting object : # non-interesting objects ≈ 1 : 3.
• 256 channel geodesic sensor net of the EGI.
Target Objects
• Tank
• Truck
• Boat
Scalp Potential
Parra et al., NeuroImage 28 : 328 – 341, 2005.
Weighted Average EEG
Parra et al., NeuroImage 28 : 328 – 341, 2005.
Raster Plot of Two Channels
Parra et al., NeuroImage 28 : 328 – 341, 2005.
FP1 Channel of a Subject
Huang et al., http://www.bme.ogi.edu/~huangca/papers/C8.pdf
FP1 in 10 – 20 System
http://en.wikipedia.org/wiki/10-20_system_(EEG)
ERP Scalp Image of FP1 of a Subject
Huang et al., http://www.bme.ogi.edu/~huangca/papers/C8.pdf
96 tank trials versus 342 non-tank trials for subject 1
PLR Fisher Two cluster
Tank 0.9571 0.7321 0.9433
Non-tank 0.5491 0.8386 0.6036
ROC area 0.8912 0.8300 0.7807
96 tank trials versus 57 truck trials for subject 1
PLR Fisher Two cluster
Tank 0.5692 0.9975 0.6946
Truck 0.4737 0.9860 0.8519
ROC area 0.5227 0.9975 0.7743
Logistic Regression
Parra et al., NeuroImage 28 : 328 – 341, 2005.
Fisher’s Linear Discriminant
Two Cluster Discriminant
THANK YOU
Slides available at http://www.isibang.ac.in/~kaushik/ISSR-2010.ppt