Publications
Pre-Print
January 30th, 2024
arXiv
Enhancing EEG SiGnal-Based Emotion Recognition with Synthetic data: Diffusion Model Approach
Gourav Siddhad, Masakazu Iwamura, and Partha Pratim Roy
Journal
September 20th, 2023
Elsevier – Biomedical Signal Processing and Control (BSPC)
Efficacy of Transformer Networks for Classification of Raw EEG Data
Gourav Siddhad, Anmol Gupta, Debi Prosad Dogra, and Partha Pratim Roy
July 5th, 2022
Elsevier – Displays
DSB-GAN: Generation of Deep Learning based Synthetic Biometric Data
Pankaj Bamoriya, Gourav Siddhad, Harkeerat Kaur, Pritee Khanna, and Aparajita Ojha
May 30th, 2022
SPIE – Journal of Electronic Imaging
Max-Min Threshold based Cancelable Biometric Templates for Low-end Devices
Gourav Siddhad and Pritee Khanna
October 2nd, 2021
MDPI – Sensors (Physical Sensors, SI: Emotion Intelligence Based on Smart Sensing)
Subject-specific Cognitive Workload Classification using EEG-based Functional Connectivity and Deep Learning
Anmol Gupta, Gourav Siddhad, Vishal Pandey, Partha Pratim Roy, and Byung-Gyu Kim
Conference
Dec 2nd, 2024
International Conference on Pattern Recognition (ICPR), 2024
Awake at the Wheel: Enhancing Automotive Safety through EEG-Based Fatigue Detection
Gourav Siddhad, Sayantan Dey, Partha Pratim Roy, and Masakazu Iwamura
Dec 2nd, 2024
International Conference on Pattern Recognition (ICPR), 2024
Neural Network Meet Neural Activity: Utilizing EEG for Mental Workload Estimation
Gourav Siddhad, Partha Pratim Roy, and Byung-Gyu Kim
Dec 1st, 2024
International Conference on Pattern Recognition (ICPR), 2024
DrowzEE-G-Mamba: Leveraging EEG and State Space Models for Driver Drowsiness Detection
Gourav Siddhad, Sayantan Dey, and Partha Pratim Roy
July 24th, 2022
Computer Vision and Image Processing (CVIP), 2021
Cancelable template generation using convolutional autoencoder and randnet
Pankaj Bamoriya, Gourav Siddhad, Pritee Khanna, and Aparajita Ojha
March 26th, 2021
Computer Vision and Image Processing (CVIP), 2020
Cancelable Biometric Template Generation USing convolutional autoencoder
Gourav Siddhad, Pritee Khanna, and Aparajita Ojha
Thesis
Ongoing
Doctor of Philosophy (Ph.D.)
Human Behavior Prediction using EEG
Gourav Siddhad and Partha Pratim Roy
Indian Institute of Technology, Roorkee, Uttarakhand, India
August 7th, 2020
Master of Technology (M.Tech.)
Cancelable biometric templates for low-end devices
Gourav Siddhad and Pritee Khanna
PDPM Indian Institute of Information Technology, Design and Manufacturing, Jabalpur, India