Brain Computer Interface:
Motor Imagery using Deep Learning

Real time classifiaction of Motor Imagery tasks. Experiments conducted on live data on the Emotiv Epoc+ consumer headset. Working on this Lab project in association with IOT lab BITS Pilani, Dr. Vinay Chamola (Prof, BITS Pilani)

Active Project. Since July 2020

Code will be uploaded on github after publication

Brain Computer Interface: Emotion Analysis

Emotion Analysis on the DREAMER dataset, classifying emotional state high and low valence, arousal and dominance on data collected subject to audio visual stimuli. Research in the domain of Remote healthcare - The emotional state of a trainee is calculated using EEG Emotion analysis. Signal Processing and different models (CNN-LSTM) applied based on various approaches.

July 2020 - September 2020

Code and Details

Gait Recognition

Cross-view Gait recognition from a closed circuit camera view as a biometric technique using Convolutional Neural Networks with Gait Enropy Images (GEI) as input subject to covariate factors like viewing angle and clothing. Accuracy of 74.2% achieved for +-20% change in viewing angle. Working with Dr. Pawan Ajmera (Prof, BITS Pilani)

Active Projects. Since August 2020

Code will be uploaded on github after publication

Other Projects

Generative Adversial Networks

Pix2Pix cGAN implementation. Part of Academic coursework research project

Code and Details

BCI: Raw EEG time series data

Experiments on Raw EEG time series data using LSTM arhitectures

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