11 citations · 18 across the 6 of their papers we have counts for
7 papers
Beyond Reconstruction: What EEG-to-Video Decoding Actually Recovers
Prajwal Singh, Anupam Sharma, Pankaj Pandey +2
Reconstructing dynamic visual stimuli from EEG recordings is challenging due to the noisy, non-stationary nature of EEG signals and the limited availability of EEG-video datasets.…
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…
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…
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…
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…
Classifying Songs with EEG
Prashant Lawhatre, Bharatesh R Shiraguppi, Esha Sharma +2
This research study aims to use machine learning methods to characterize the EEG response to music. Specifically, we investigate how resonance in the EEG response correlates with i…
Characterizing functional brain networks and emotional centers based on Rasa theory of Indian aesthetics
Richa Tripathi, Dyutiman Mukhopadhyay, Chakresh Kumar Singh +2
In Indian history of arts, Rasas are the aesthetics associated with any auditory, visual, literary or musical piece of art that evokes highly orchestrated emotional states. In this…