7 papers
In-Ear Electrode EEG for Practical SSVEP BCI
Surej Mouli, Ramaswamy Palaniappan, Emmanuel Molefi +1
Steady State Visual Evoked Potential (SSVEP) methods for brain computer interfaces (BCI) are popular due to higher information transfer rate and easier setup with minimal training,…
Dual-Mode Visual System for Brain-Computer Interfaces: Integrating SSVEP and P300 Responses
Ekgari Kasawala, Surej Mouli
In brain-computer interface (BCI) systems, steady-state visual evoked potentials (SSVEP) and P300 responses have achieved widespread implementation owing to their superior informat…
NIRMAL Pooling: An Adaptive Max Pooling Approach with Non-linear Activation for Enhanced Image Classification
Nirmal Gaud, Krishna Kumar Jha, Jhimli Adhikari +12
This paper presents NIRMAL Pooling, a novel pooling layer for Convolutional Neural Networks (CNNs) that integrates adaptive max pooling with non-linear activation function for imag…
Comparative Analysis of Novel NIRMAL Optimizer Against Adam and SGD with Momentum
Nirmal Gaud, Surej Mouli, Preeti Katiyar +1
This study proposes NIRMAL (Novel Integrated Robust Multi-Adaptation Learning), a novel optimization algorithm that combines multiple strategies inspired by the movements of the ch…
Investigating the Cognitive Response of Brake Lights in Initiating Braking Action Using EEG
Ramaswamy Palaniappan, Surej Mouli, Howard Bowman +1
Half of all road accidents result from either lack of driver attention or from maintaining insufficient separation between vehicles. Collision from the rear, in particular, has bee…
Toward a reliable PWM-based light-emitting diode visual stimulus for improved SSVEP response with minimal visual fatigue
Surej Mouli, Ramaswamy Palaniappan
Steady state visual evoked response (SSVEP) is widely used in visual-based diagnosis and applications such as brain computer interfacing due to its high information transfer rate a…