activity
20202023
most citedImproving self-supervised pretraining models for epileptic seizure detection from EEG data

11 citations · 17 across the 4 of their papers we have counts for

collaborators

5 papers

cs.HC2023★ 1 cited

EEG2IMAGE: Image Reconstruction from EEG Brain Signals

Prajwal Singh, Pankaj Pandey, Krishna Miyapuram +1

Reconstructing images using brain signals of imagined visuals may provide an augmented vision to the disabled, leading to the advancement of Brain-Computer Interface (BCI) technolo…

cs.HC2022★ 1 cited

Neural Encoding of Songs is Modulated by Their Enjoyment

Gulshan Sharma, Pankaj Pandey, Ramanathan Subramanian +2

We examine user and song identification from neural (EEG) signals. Owing to perceptual subjectivity in human-media interaction, music identification from brain signals is a challen…

eess.SP2022★ 11 cited

Improving self-supervised pretraining models for epileptic seizure detection from EEG data

Sudip Das, Pankaj Pandey, Krishna Prasad Miyapuram

There is abundant medical data on the internet, most of which are unlabeled. Traditional supervised learning algorithms are often limited by the amount of labeled data, especially…

cs.LG2021

BRAIN2DEPTH: Lightweight CNN Model for Classification of Cognitive States from EEG Recordings

Pankaj Pandey, Krishna Prasad Miyapuram

Several Convolutional Deep Learning models have been proposed to classify the cognitive states utilizing several neuro-imaging domains. These models have achieved significant resul…

cs.LG2020★ 4 cited

Understanding Consumer Preferences for Movie Trailers from EEG using Machine Learning

Pankaj Pandey, Raunak Swarnkar, Shobhit Kakaria +1

Neuromarketing aims to understand consumer behavior using neuroscience. Brain imaging tools such as EEG have been used to better understand consumer behavior that goes beyond self-…