Publications

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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

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, 2024

International Conference on Pattern Recognition, 2024

DrowzEE-G-Mamba: Leveraging EEG and State Space Models for Driver Drowsiness Detection

Gourav Siddhad, Sayantan Dey, and Partha Pratim Roy

Dec, 2024

International Conference on Pattern Recognition, 2024

Neural Network Meet Neural Activity: Utilizing EEG for Mental Workload Estimation

Gourav Siddhad, Partha Pratim Roy, and Byung-Gyu Kim

Dec, 2024

International Conference on Pattern Recognition, 2024

Awake at the Wheel: Enhancing Automotive Safety through EEG-Based Fatigue Detection

Gourav Siddhad, Sayantan Dey, Partha Pratim Roy, and Masakazu Iwamura

July 24th, 2022

Computer Vision and Image Processing, 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, 2020

Cancelable Biometric Template Generation USing convolutional autoencoder

Gourav Siddhad, Pritee Khanna, and Aparajita Ojha

Thesis

Ongoing

Doctor of Philosophy

Human Behavior Prediction using EEG

Gourav Siddhad and Partha Pratim Roy
Indian Institute of Technology, Roorkee, Uttarakhand, India

August 7th, 2020
Master of Technology

Cancelable biometric templates for low-end devices

Gourav Siddhad and Pritee Khanna
PDPM Indian Institute of Information Technology, Design and Manufacturing, Jabalpur, India​